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	<id>https://modelreduction.org/morwiki/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=Hessm</id>
	<title>MOR Wiki - User contributions [en]</title>
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	<updated>2026-04-13T03:51:05Z</updated>
	<subtitle>User contributions</subtitle>
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	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3299</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3299"/>
		<updated>2021-08-24T13:31:18Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
No particular requirements. Standard cmake/make install carries over from Nektar++. &lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Aug. 2021: &lt;br /&gt;
* merged with the current Nektar++ master branch&lt;br /&gt;
* steady-state Navier-Stokes solutions (intrusive)&lt;br /&gt;
* unsteady Navier-Stokes solutions (non-intrusive)&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter and geometry&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-030-39647-3_45 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;. In: Sherwin, S. J., Moxey, D., Peiro, J., Vincent, P. E., Schwab, C. (eds) Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018.  Lecture Notes in Computational Science and Engineering book series (LNCSE, volume 134), Springer International Publishing, Cham, 561-571, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto.  &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/s10444-020-09827-6 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, Advances in Computational Mathematics, 47(1), 2021. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/2010.07370 A Comparison of Reduced-Order Modeling Approaches Using Artificial Neural Networks for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, 2020, accepted for publication.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3298</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3298"/>
		<updated>2021-08-24T13:26:07Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
No particular requirements. Standard cmake/make install carries over from Nektar++. &lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Aug. 2021: &lt;br /&gt;
* merged with the current Nektar++ master branch&lt;br /&gt;
* steady-state Navier-Stokes solutions (intrusive)&lt;br /&gt;
* unsteady Navier-Stokes solutions (non-intrusive)&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter and geometry&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-030-39647-3_45 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;. In: Sherwin, S. J., Moxey, D., Peiro, J., Vincent, P. E., Schwab, C. (eds) Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018.  Lecture Notes in Computational Science and Engineering book series (LNCSE, volume 134), Springer International Publishing, Cham, 561-571, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/2010.07370 A Comparison of Reduced-Order Modeling Approaches Using Artificial Neural Networks for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, 2020, accepted for publication.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3297</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3297"/>
		<updated>2021-08-24T13:25:25Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
No particular requirements. Standard cmake/make install carries over from Nektar++. &lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Aug. 2021: &lt;br /&gt;
* merged with the current Nektar++ master branch&lt;br /&gt;
* steady-state Navier-Stokes solutions (intrusive)&lt;br /&gt;
* unsteady Navier-Stokes solutions (non-intrusive)&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter and geometry&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-030-39647-3_45 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;. In: Sherwin, S. J., Moxey, D., Peiro, J., Vincent, P. E., Schwab, C. (eds) Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018.  Lecture Notes in Computational Science and Engineering book series (LNCSE, volume 134), Springer International Publishing, Cham, 561-571, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/2010.07370 A comparison of reduced-order modeling approaches for PDEs with bifurcating solutions]&amp;lt;/span&amp;gt;&amp;quot;, 2020, accepted for publication.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3296</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3296"/>
		<updated>2021-08-24T13:20:31Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
No particular requirements. Standard cmake/make install carries over from Nektar++. &lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Aug. 2021: &lt;br /&gt;
* merged with the current Nektar++ master branch&lt;br /&gt;
* steady-state Navier-Stokes solutions (intrusive)&lt;br /&gt;
* unsteady Navier-Stokes solutions (non-intrusive)&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter and geometry&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-030-39647-3_45 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;. In: Sherwin, S. J., Moxey, D., Peiro, J., Vincent, P. E., Schwab, C. (eds) Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018.  Lecture Notes in Computational Science and Engineering book series (LNCSE, volume 134), Springer International Publishing, Cham, 561-571, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3100</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3100"/>
		<updated>2020-08-25T10:15:23Z</updated>

		<summary type="html">&lt;p&gt;Hessm: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-030-39647-3_45 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;. In: Sherwin, S. J., Moxey, D., Peiro, J., Vincent, P. E., Schwab, C. (eds) Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018.  Lecture Notes in Computational Science and Engineering book series (LNCSE, volume 134), Springer International Publishing, Cham, 561-571, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3099</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3099"/>
		<updated>2020-08-25T10:14:57Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-030-39647-3_45 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;. In: Sherwin, S. J., Moxey, D., Peir{\&#039;o}, J., Vincent, P. E., Schwab, C. (eds) Spectral and High Order Methods for Partial Differential Equations ICOSAHOM 2018.  Lecture Notes in Computational Science and Engineering book series (LNCSE, volume 134), Springer International Publishing, Cham, 561-571, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3089</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3089"/>
		<updated>2020-06-21T19:25:02Z</updated>

		<summary type="html">&lt;p&gt;Hessm: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 Efficient Computation of Bifurcation Diagrams with a Deflated Approach to Reduced Basis Spectral Element Method]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3088</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3088"/>
		<updated>2020-06-21T18:55:19Z</updated>

		<summary type="html">&lt;p&gt;Hessm: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.&lt;br /&gt;
&lt;br /&gt;
*  M. Pintore, F. Pichi, [[User:Hessm| M. Hess]], G. Rozza, C. Canuto. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1912.06089 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3087</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3087"/>
		<updated>2020-06-21T18:39:38Z</updated>

		<summary type="html">&lt;p&gt;Hessm: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, International Journal of Computational Fluid Dynamics, 34(2):119-126, 2020. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3086</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3086"/>
		<updated>2020-06-21T18:36:44Z</updated>

		<summary type="html">&lt;p&gt;Hessm: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1080/10618562.2019.1645328 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3085</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=3085"/>
		<updated>2020-06-21T18:32:22Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019). &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1712.06432 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2959</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2959"/>
		<updated>2019-08-10T07:36:19Z</updated>

		<summary type="html">&lt;p&gt;Hessm: corrected matrices&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: &lt;br /&gt;
Part1&lt;br /&gt;
[[Media:branchline_part1.zip|branchline_part1.zip]]&lt;br /&gt;
Part2&lt;br /&gt;
[[Media:branchline_part2.zip|branchline_part2.zip]]&lt;br /&gt;
Part3&lt;br /&gt;
[[Media:branchline_part3.zip|branchline_part3.zip]]&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Branchline_part3.zip&amp;diff=2958</id>
		<title>File:Branchline part3.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Branchline_part3.zip&amp;diff=2958"/>
		<updated>2019-08-10T07:25:43Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Branchline_part2.zip&amp;diff=2957</id>
		<title>File:Branchline part2.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Branchline_part2.zip&amp;diff=2957"/>
		<updated>2019-08-10T07:25:25Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2956</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2956"/>
		<updated>2019-08-10T07:25:11Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
Part1&lt;br /&gt;
[[Media:branchline_part1.zip|branchline_part1.zip]]&lt;br /&gt;
Part2&lt;br /&gt;
[[Media:branchline_part2.zip|branchline_part2.zip]]&lt;br /&gt;
Part3&lt;br /&gt;
[[Media:branchline_part3.zip|branchline_part3.zip]]&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Branchline_part1.zip&amp;diff=2955</id>
		<title>File:Branchline part1.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Branchline_part1.zip&amp;diff=2955"/>
		<updated>2019-08-10T07:23:14Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2954</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2954"/>
		<updated>2019-08-10T07:22:58Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
Part1&lt;br /&gt;
[[Media:branchline_part1.zip|branchline_part1.zip]]&lt;br /&gt;
Part2&lt;br /&gt;
[[Media:bc_part2]]&lt;br /&gt;
Part3&lt;br /&gt;
[[Media:bc_part3]]&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Bc_part3.zip&amp;diff=2953</id>
		<title>File:Bc part3.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Bc_part3.zip&amp;diff=2953"/>
		<updated>2019-08-10T07:16:43Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Bc_part2.zip&amp;diff=2952</id>
		<title>File:Bc part2.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Bc_part2.zip&amp;diff=2952"/>
		<updated>2019-08-10T07:16:25Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Bc_part1.zip&amp;diff=2951</id>
		<title>File:Bc part1.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Bc_part1.zip&amp;diff=2951"/>
		<updated>2019-08-10T07:15:47Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2950</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2950"/>
		<updated>2019-08-10T07:15:21Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
Part1&lt;br /&gt;
[[Media:bc_part1]]&lt;br /&gt;
Part2&lt;br /&gt;
[[Media:bc_part2]]&lt;br /&gt;
Part3&lt;br /&gt;
[[Media:bc_part3]]&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Part1.zip&amp;diff=2949</id>
		<title>File:Part1.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Part1.zip&amp;diff=2949"/>
		<updated>2019-08-10T07:12:19Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2948</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2948"/>
		<updated>2019-08-10T07:11:34Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
Part1&lt;br /&gt;
[[Media:Part1]]&lt;br /&gt;
Part2&lt;br /&gt;
[[Media:Part2]]&lt;br /&gt;
Part3&lt;br /&gt;
[[Media:Part3]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Part2.zip&amp;diff=2947</id>
		<title>File:Part2.zip</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Part2.zip&amp;diff=2947"/>
		<updated>2019-08-10T07:10:17Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2946</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2946"/>
		<updated>2019-08-10T07:05:11Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
Part1&lt;br /&gt;
[[Media:branchline_coupler_MORwiki_matrices.7z.001]]&lt;br /&gt;
Part2&lt;br /&gt;
[[Media:branchline_coupler_MORwiki_matrices.7z.002]]&lt;br /&gt;
Part3&lt;br /&gt;
[[Media:branchline_coupler_MORwiki_matrices.7z.003]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=2945</id>
		<title>Coplanar Waveguide</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=2945"/>
		<updated>2019-08-09T17:44:26Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:PDE]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:affine parameter representation]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:coplanar&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is governed by [[wikipedia:Maxwell&#039;s_equations|Maxwell&#039;s equations]].&lt;br /&gt;
The [[wikipedia:Coplanar_waveguide|coplanar waveguide]] considered with dielectric overlay, i.e. a transmission line shielded within two layers of multilayer board with &amp;lt;math&amp;gt;0.5mm&amp;lt;/math&amp;gt; thickness are buried in a substrate with &amp;lt;math&amp;gt;10mm&amp;lt;/math&amp;gt; thickness and relative permittivity &lt;br /&gt;
&amp;lt;math&amp;gt;\epsilon_r = 4.4 &amp;lt;/math&amp;gt; and relative permeability &amp;lt;math&amp;gt;\mu_r = 1 &amp;lt;/math&amp;gt;, and low conductivity &amp;lt;math&amp;gt;\sigma = 0.02 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The low-loss upper layer has low permittivity &amp;lt;math&amp;gt;\epsilon_r = 1.07 &amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;\sigma = 0.01 S/m&amp;lt;/math&amp;gt;.&lt;br /&gt;
The whole structure is enlosed in a metallic box of dimension &amp;lt;math&amp;gt;140mm&amp;lt;/math&amp;gt; by &amp;lt;math&amp;gt;100mm&amp;lt;/math&amp;gt; by &amp;lt;math&amp;gt;50mm&amp;lt;/math&amp;gt;.&lt;br /&gt;
The discrete port with &amp;lt;math&amp;gt;50Ohm&amp;lt;/math&amp;gt; lumped load imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input to the one side of the strip.&lt;br /&gt;
The voltage along the discrete port 2 at the end of the other side of coupled lines is integrated as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:coplanar&amp;quot;&amp;gt;&lt;br /&gt;
[[File:CoplanarWaveguideScaled.jpg|frame|&amp;lt;caption&amp;gt;Coplanar Waveguide Model&amp;lt;ref name=&amp;quot;hess2003&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt; and the width &amp;lt;math&amp;gt; \nu &amp;lt;/math&amp;gt; of the middle stripline. &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 15 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and H(curl) inner product matrix have been assembled&lt;br /&gt;
using the Finite Element Method, resulting in 7754 degrees of freedom, after removal of boundary conditions. The files are numbered according to their &lt;br /&gt;
appearance in the summation.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \nu) = 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \nu) = \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^3(\omega, \nu) = -\omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^4(\omega, \nu) = \frac{\nu}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^5(\omega, \nu) = \frac{6}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^6(\omega, \nu) = \frac{6 \omega}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^7(\omega, \nu) = -\frac{6 \omega^2}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^8(\omega, \nu) = \frac{\nu \omega}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^9(\omega, \nu) = -\frac{\nu \omega^2}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{10}(\omega, \nu) = \frac{16 - \nu}{10} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{11}(\omega, \nu) = \frac{10}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{12}(\omega, \nu) = \frac{10 \omega}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{13}(\omega, \nu) = -\frac{10 \omega^2}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{14}(\omega, \nu) = \frac{16 - \nu}{10} \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{15}(\omega, \nu) = -\frac{16 - \nu}{10} \omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt;\omega \in [0.6, 3.0] \cdot 10^9 &amp;lt;/math&amp;gt; Hz, where the factor of &amp;lt;math&amp;gt;10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the geometric variation occurs between &amp;lt;math&amp;gt; \nu \in [2.0, 14.0]&amp;lt;/math&amp;gt;.&lt;br /&gt;
The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
There are two output functionals, which is due to the fact, that the complex system has been rewritten as a real symmetric one.&lt;br /&gt;
In particular the computation of the output&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;s(u) = | l^T * u |&amp;lt;/math&amp;gt; with complex vector &amp;lt;math&amp;gt;u&amp;lt;/math&amp;gt; turns into &amp;lt;math&amp;gt;s(u) = \sqrt{ (l_1^T * u)^2 + (l_2^T * u)^2 }&amp;lt;/math&amp;gt; with real vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano] project.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices_cp.tar.gz|Matrices_cp.tar.gz]].&lt;br /&gt;
&lt;br /&gt;
==Dimensions==&lt;br /&gt;
&lt;br /&gt;
System structure:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;&lt;br /&gt;
\begin{array}{rcl}&lt;br /&gt;
\sum_{q=1}^{15} \Theta^q(\omega, \nu) A^q u &amp;amp;=&amp;amp; b \\&lt;br /&gt;
s &amp;amp;=&amp;amp; \sqrt{ (l_1^T * u)^2 + (l_2^T * u)^2 }&lt;br /&gt;
\end{array}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
System dimensions:&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt;A^q \in \mathbb{R}^{15504 \times 15504}&amp;lt;/math&amp;gt;, &lt;br /&gt;
&amp;lt;math&amp;gt;b \in \mathbb{R}^{15504}&amp;lt;/math&amp;gt;, &lt;br /&gt;
&amp;lt;math&amp;gt;l_1 \in \mathbb{R}^{15504}&amp;lt;/math&amp;gt;,&lt;br /&gt;
&amp;lt;math&amp;gt;l_2 \in \mathbb{R}^{15504}&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Coplanar Waveguide&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Coplanar_Waveguide&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_waveguide,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Coplanar Waveguide},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Coplanar_Waveguide}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2018}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =  {Hess, M.~W. and Benner, P.},&lt;br /&gt;
      title =   {Fast Evaluation of Time-Harmonic {M}axwell&#039;s Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal = {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      volume =  61,&lt;br /&gt;
      number =  6,&lt;br /&gt;
      pages =   {2265--2274},&lt;br /&gt;
      year =    2013,&lt;br /&gt;
      doi =     {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess2003&amp;quot;&amp;gt;M.W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6):  2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2944</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2944"/>
		<updated>2019-08-09T17:42:24Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2943</id>
		<title>Branchline Coupler</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Branchline_Coupler&amp;diff=2943"/>
		<updated>2019-08-09T17:39:16Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:second differential order]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:branch&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is simulated by the [http://www.maxwells-equations.com/forms.php#harmonic time-harmonic Maxwell&#039;s equation].&lt;br /&gt;
A 2-section &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; consists of four strip line ports, coupled to each other by two transversal bridges.&lt;br /&gt;
The energy excited at one port is coupled almost in equal shares to the two opposite ports, when considered as a [[List_of_abbreviations#MIMO|MIMO]]-system.&lt;br /&gt;
Here, only the [[List_of_abbreviations#SISO|SISO]] case is considered. &lt;br /&gt;
The &#039;&#039;&#039;branchline coupler&#039;&#039;&#039; with &amp;lt;math&amp;gt;0.05mm&amp;lt;/math&amp;gt; thickness is placed on a substrate with &amp;lt;math&amp;gt;0.749mm&amp;lt;/math&amp;gt; thickness and relative permittivity&lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 2.2 &amp;lt;/math&amp;gt; and zero-conductivity &amp;lt;math&amp;gt; \sigma = 0 S/m &amp;lt;/math&amp;gt;.&lt;br /&gt;
The simulation domain is confined to a &amp;lt;math&amp;gt; 23.6 \times 22 \times 7 mm^3 &amp;lt;/math&amp;gt; box.&lt;br /&gt;
The metallic ground plane of the device is represented by the electric boundary condition. The magnetic boundary &lt;br /&gt;
condition is considered for the other sides of the structures. The discrete input port with source impedance &amp;lt;math&amp;gt;50 \Omega&amp;lt;/math&amp;gt;&lt;br /&gt;
imposes &amp;lt;math&amp;gt;1 A&amp;lt;/math&amp;gt; current as the input. The voltage along the coupled port at the end of the other side of the coupler is&lt;br /&gt;
read as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:branch&amp;quot;&amp;gt;&lt;br /&gt;
[[File:BranchlineCoupler.png|frame|&amp;lt;caption&amp;gt;Branchline Coupler Model&amp;lt;ref name=&amp;quot;hess13&amp;quot;/&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt;\omega &amp;lt;/math&amp;gt; and the relative permeability &amp;lt;math&amp;gt; \mu_r &amp;lt;/math&amp;gt; . &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 2 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \mu_r) = \sum_{q=1}^Q \Theta^q(\omega, \mu_r) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and the H(curl) inner product matrix have been assembled&lt;br /&gt;
using the [[wikipedia:Finite_Element_Method|Finite Element Method]], resulting in &amp;lt;math&amp;gt;27679&amp;lt;/math&amp;gt; degrees of freedom, after removal of boundary conditions.&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \mu_r) = \frac{1}{\mu_r} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \mu_r) = -\omega^2. &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [1.0, 10.0] * 10^9 Hz&amp;lt;/math&amp;gt;, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the material variation occurs between &amp;lt;math&amp;gt; \mu_r \in [0.5, 2.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
[[Media:matrices_branchline_coupler.tar]]&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==Citation==&lt;br /&gt;
&lt;br /&gt;
To cite this benchmark, use the following references:&lt;br /&gt;
&lt;br /&gt;
* For the benchmark itself and its data:&lt;br /&gt;
::The MORwiki Community, &#039;&#039;&#039;Branchline Coupler&#039;&#039;&#039;. MORwiki - Model Order Reduction Wiki, 2018. http://modelreduction.org/index.php/Branchline_Coupler&lt;br /&gt;
 &lt;br /&gt;
 @MISC{morwiki_branchcouple,&lt;br /&gt;
   author =       &amp;lt;nowiki&amp;gt;{{The MORwiki Community}}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   title =        {Branchline Coupler},&lt;br /&gt;
   howpublished = {{MORwiki} -- Model Order Reduction Wiki},&lt;br /&gt;
   url =          &amp;lt;nowiki&amp;gt;{http://modelreduction.org/index.php/Branchline_Coupler}&amp;lt;/nowiki&amp;gt;,&lt;br /&gt;
   year =         {2013}&lt;br /&gt;
 }&lt;br /&gt;
&lt;br /&gt;
* For the background on the benchmark:&lt;br /&gt;
    @ARTICLE{morHesB13,&lt;br /&gt;
      author =		 {M.~W. Hess and P. Benner},&lt;br /&gt;
      title =		 {Fast Evaluation of Time-Harmonic {M}axwell&#039;s&lt;br /&gt;
                      Equations Using the Reduced Basis Method},&lt;br /&gt;
      journal =		 {{IEEE} Trans. Microw. Theory Techn.},&lt;br /&gt;
      year =		 2013,&lt;br /&gt;
      volume =		 61,&lt;br /&gt;
      number =		 6,&lt;br /&gt;
      pages =		 {2265--2274},&lt;br /&gt;
      doi =		 {10.1109/TMTT.2013.2258167}&lt;br /&gt;
    }&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;ref name=&amp;quot;hess13&amp;quot;&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1109/TMTT.2013.2258167 Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, 61(6): 2265--2274, 2013.&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;/references&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2913</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2913"/>
		<updated>2019-06-21T09:51:15Z</updated>

		<summary type="html">&lt;p&gt;Hessm: pubs update&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019).&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://www.sciencedirect.com/science/article/pii/S0045782519301896 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, Comput. Methods Appl. Mech. Engrg., 351:379-403, 2019. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 ArXiv preprint]&amp;lt;/span&amp;gt;&amp;quot;&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2837</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2837"/>
		<updated>2019-02-05T13:25:21Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019).&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1901.03708 Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature]&amp;lt;/span&amp;gt;&amp;quot;, 2019, submitted.&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1807.08851 A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted. &lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://arxiv.org/abs/1812.11051 A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations]&amp;lt;/span&amp;gt;&amp;quot;, 2018, submitted.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Comparison_of_Software&amp;diff=2825</id>
		<title>Comparison of Software</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Comparison_of_Software&amp;diff=2825"/>
		<updated>2019-02-05T11:14:01Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:software]]&lt;br /&gt;
&lt;br /&gt;
The following table provides a &#039;&#039;&#039;Comparison of Software&#039;&#039;&#039; for the model reduction software projects listed in the MORwiki.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable sortable&amp;quot; style=&amp;quot;text-align: center; width: auto;&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Name&lt;br /&gt;
! Linear&lt;br /&gt;
! Nonlinear&lt;br /&gt;
! First Order&lt;br /&gt;
! Second Order&lt;br /&gt;
! Parametric&lt;br /&gt;
! DAE&lt;br /&gt;
! Dense&lt;br /&gt;
! Sparse&lt;br /&gt;
!&lt;br /&gt;
! Latest Version&lt;br /&gt;
! License&lt;br /&gt;
! Language&lt;br /&gt;
|-&lt;br /&gt;
! [[DPA|DPA]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[Emgr|emgr]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
|&lt;br /&gt;
| 5.6 (01.2019)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause BSD-2-Clause]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MESS]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.0.1 (Matlab)&lt;br /&gt;
| [http://opensource.org/licenses/GPL-2.0 GPLv2]&lt;br /&gt;
| C, Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MOREMBS]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| C++, Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORLAB]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
|&lt;br /&gt;
| 4.0 (12.2018)&lt;br /&gt;
| [http://www.gnu.org/licenses/agpl.txt AGPLv3]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORPACK]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| v3.0.099 (07.2015)&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[RBmatlab]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.16.09 (09.2016)&lt;br /&gt;
| [http://www.opensource.org/licenses/afl-3.0.php Academic Free License 3.0.]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORE]]&lt;br /&gt;
| Yes&lt;br /&gt;
| ?&lt;br /&gt;
| Yes&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[PyMOR|pyMOR]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 0.5.1 (01.2019)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Python&lt;br /&gt;
|-&lt;br /&gt;
! [[sssMOR]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (No)&lt;br /&gt;
| (Yes)&lt;br /&gt;
| (No)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 2.00 (09.2017)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [http://www.rt.mw.tum.de/forschung/morlab/software/psssmor/ psssMOR]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (No)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.00 (09.2017)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[ITHACA-SEM]]&lt;br /&gt;
| (Yes)&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| (02.2019)&lt;br /&gt;
| [https://opensource.org/licenses/MIT MIT license]&lt;br /&gt;
| C++&lt;br /&gt;
|-&lt;br /&gt;
! [[ITHACA-FV]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 2.1 (02.2019)&lt;br /&gt;
| [http://www.gnu.org/licenses/lgpl-3.0 LGPL-3.0 license]&lt;br /&gt;
| C++&lt;br /&gt;
|}&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2824</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2824"/>
		<updated>2019-02-04T17:13:05Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* [[User:Hessm| M. Hess]], G. Rozza. &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[https://doi.org/10.1007/978-3-319-96415-7_64 A Spectral Element Reduced Basis Method in Parametric CFD]&amp;lt;/span&amp;gt;&amp;quot;. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham (2019).&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. “Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature”, 2019, submitted, https://arxiv.org/abs/1901.03708.&lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Alla, A. Quaini, G. Rozza, M. Gunzburger. “A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions”, 2018, submitted, https://arxiv.org/abs/1807.08851. &lt;br /&gt;
&lt;br /&gt;
*  [[User:Hessm| M. Hess]], A. Quaini, G. Rozza. “A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations”, 2018, submitted, https://arxiv.org/abs/1812.11051.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2773</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2773"/>
		<updated>2019-02-04T11:46:27Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steady-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* Hess M.W., Rozza G. (2019) A Spectral Element Reduced Basis Method in Parametric CFD. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham,  DOI https://doi.org/10.1007/978-3-319-96415-7_64 &lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Quaini, and G. Rozza, “Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature”, 2019, submitted, https://arxiv.org/abs/1901.03708.&lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Alla, A. Quaini, G. Rozza, and M. Gunzburger, “A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions”, 2018, submitted, https://arxiv.org/abs/1807.08851. &lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Quaini, and G. Rozza, “A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations”, 2018, submitted, https://arxiv.org/abs/1812.11051.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2772</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2772"/>
		<updated>2019-02-04T11:46:15Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* currently limited to steasy-state Navier-Stokes solutions&lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* Hess M.W., Rozza G. (2019) A Spectral Element Reduced Basis Method in Parametric CFD. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham,  DOI https://doi.org/10.1007/978-3-319-96415-7_64 &lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Quaini, and G. Rozza, “Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature”, 2019, submitted, https://arxiv.org/abs/1901.03708.&lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Alla, A. Quaini, G. Rozza, and M. Gunzburger, “A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions”, 2018, submitted, https://arxiv.org/abs/1807.08851. &lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Quaini, and G. Rozza, “A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations”, 2018, submitted, https://arxiv.org/abs/1812.11051.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Comparison_of_Software&amp;diff=2771</id>
		<title>Comparison of Software</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Comparison_of_Software&amp;diff=2771"/>
		<updated>2019-02-04T11:45:23Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:software]]&lt;br /&gt;
&lt;br /&gt;
The following table provides a &#039;&#039;&#039;Comparison of Software&#039;&#039;&#039; for the model reduction software projects listed in the MORwiki.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable sortable&amp;quot; style=&amp;quot;text-align: center; width: auto;&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Name&lt;br /&gt;
! Linear&lt;br /&gt;
! Nonlinear&lt;br /&gt;
! First Order&lt;br /&gt;
! Second Order&lt;br /&gt;
! Parametric&lt;br /&gt;
! DAE&lt;br /&gt;
! Dense&lt;br /&gt;
! Sparse&lt;br /&gt;
!&lt;br /&gt;
! Latest Version&lt;br /&gt;
! License&lt;br /&gt;
! Language&lt;br /&gt;
|-&lt;br /&gt;
! [[DPA|DPA]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[Emgr|emgr]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
|&lt;br /&gt;
| 5.6 (01.2019)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause BSD-2-Clause]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MESS]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.0.1 (Matlab)&lt;br /&gt;
| [http://opensource.org/licenses/GPL-2.0 GPLv2]&lt;br /&gt;
| C, Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MOREMBS]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| C++, Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORLAB]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
|&lt;br /&gt;
| 4.0 (12.2018)&lt;br /&gt;
| [http://www.gnu.org/licenses/agpl.txt AGPLv3]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORPACK]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| v3.0.099 (07.2015)&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[RBmatlab]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.16.09 (09.2016)&lt;br /&gt;
| [http://www.opensource.org/licenses/afl-3.0.php Academic Free License 3.0.]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORE]]&lt;br /&gt;
| Yes&lt;br /&gt;
| ?&lt;br /&gt;
| Yes&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[PyMOR|pyMOR]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 0.4.1 (09.2016)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Python&lt;br /&gt;
|-&lt;br /&gt;
! [[sssMOR]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (No)&lt;br /&gt;
| (Yes)&lt;br /&gt;
| (No)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 2.00 (09.2017)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [http://www.rt.mw.tum.de/forschung/morlab/software/psssmor/ psssMOR]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (No)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.00 (09.2017)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Matlab&lt;br /&gt;
|&lt;br /&gt;
|-&lt;br /&gt;
! [[ITHACA-SEM]]&lt;br /&gt;
| (Yes)&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| (02.2019)&lt;br /&gt;
| MIT license&lt;br /&gt;
| C++&lt;br /&gt;
|}&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Comparison_of_Software&amp;diff=2770</id>
		<title>Comparison of Software</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Comparison_of_Software&amp;diff=2770"/>
		<updated>2019-02-04T11:43:40Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:software]]&lt;br /&gt;
&lt;br /&gt;
The following table provides a &#039;&#039;&#039;Comparison of Software&#039;&#039;&#039; for the model reduction software projects listed in the MORwiki.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
{| class=&amp;quot;wikitable sortable&amp;quot; style=&amp;quot;text-align: center; width: auto;&amp;quot;&lt;br /&gt;
|-&lt;br /&gt;
! Name&lt;br /&gt;
! Linear&lt;br /&gt;
! Nonlinear&lt;br /&gt;
! First Order&lt;br /&gt;
! Second Order&lt;br /&gt;
! Parametric&lt;br /&gt;
! DAE&lt;br /&gt;
! Dense&lt;br /&gt;
! Sparse&lt;br /&gt;
!&lt;br /&gt;
! Latest Version&lt;br /&gt;
! License&lt;br /&gt;
! Language&lt;br /&gt;
|-&lt;br /&gt;
! [[DPA|DPA]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[Emgr|emgr]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
|&lt;br /&gt;
| 5.6 (01.2019)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause BSD-2-Clause]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MESS]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.0.1 (Matlab)&lt;br /&gt;
| [http://opensource.org/licenses/GPL-2.0 GPLv2]&lt;br /&gt;
| C, Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MOREMBS]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| C++, Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORLAB]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| (Yes)&lt;br /&gt;
|&lt;br /&gt;
| 4.0 (12.2018)&lt;br /&gt;
| [http://www.gnu.org/licenses/agpl.txt AGPLv3]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORPACK]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| v3.0.099 (07.2015)&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[RBmatlab]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.16.09 (09.2016)&lt;br /&gt;
| [http://www.opensource.org/licenses/afl-3.0.php Academic Free License 3.0.]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[MORE]]&lt;br /&gt;
| Yes&lt;br /&gt;
| ?&lt;br /&gt;
| Yes&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
|&lt;br /&gt;
| ?&lt;br /&gt;
| ?&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [[PyMOR|pyMOR]]&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 0.4.1 (09.2016)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Python&lt;br /&gt;
|-&lt;br /&gt;
! [[sssMOR]]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (No)&lt;br /&gt;
| (Yes)&lt;br /&gt;
| (No)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 2.00 (09.2017)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Matlab&lt;br /&gt;
|-&lt;br /&gt;
! [http://www.rt.mw.tum.de/forschung/morlab/software/psssmor/ psssMOR]&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| (No)&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| 1.00 (09.2017)&lt;br /&gt;
| [http://opensource.org/licenses/BSD-2-Clause 2-Clause BSD]&lt;br /&gt;
| Matlab&lt;br /&gt;
|&lt;br /&gt;
|-&lt;br /&gt;
! [https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]&lt;br /&gt;
| (Yes)&lt;br /&gt;
| (Yes)&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| No&lt;br /&gt;
| Yes&lt;br /&gt;
| Yes&lt;br /&gt;
|&lt;br /&gt;
| (02.2019)&lt;br /&gt;
| MIT license&lt;br /&gt;
| C++&lt;br /&gt;
|}&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2769</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2769"/>
		<updated>2019-02-04T11:34:58Z</updated>

		<summary type="html">&lt;p&gt;Hessm: writing ITHACA-SEM page&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* Hess M.W., Rozza G. (2019) A Spectral Element Reduced Basis Method in Parametric CFD. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham,  DOI https://doi.org/10.1007/978-3-319-96415-7_64 &lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Quaini, and G. Rozza, “Reduced Basis Model Order Reduction for Navier-Stokes equations in domains with walls of varying curvature”, 2019, submitted, https://arxiv.org/abs/1901.03708.&lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Alla, A. Quaini, G. Rozza, and M. Gunzburger, “A Localized Reduced-Order Modeling Approach for PDEs with Bifurcating Solutions”, 2018, submitted, https://arxiv.org/abs/1807.08851. &lt;br /&gt;
&lt;br /&gt;
*  M. Hess, A. Quaini, and G. Rozza, “A Spectral Element Reduced Basis Method for Navier-Stokes Equations with Geometric Variations”, 2018, submitted, https://arxiv.org/abs/1812.11051.  &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2768</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2768"/>
		<updated>2019-02-04T11:28:02Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
* allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
* perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
* computes a POD ROM&lt;br /&gt;
* computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
ITHACA-SEM has been used in the following publications, i.e., either the c++ version or a previous python3 version, which is now listed under &#039;deprecated&#039; in the GitHub repo.&lt;br /&gt;
&lt;br /&gt;
* Hess M.W., Rozza G. (2019) A Spectral Element Reduced Basis Method in Parametric CFD. In: Radu F., Kumar K., Berre I., Nordbotten J., Pop I. (eds) Numerical Mathematics and Advanced Applications ENUMATH 2017. ENUMATH 2017. Lecture Notes in Computational Science and Engineering, vol 126. Springer, Cham,  DOI https://doi.org/10.1007/978-3-319-96415-7_64 &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2767</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2767"/>
		<updated>2019-02-04T11:23:09Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== Synopsis ==&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://mathlab.sissa.it/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
that uses&lt;br /&gt;
simulations from the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;br /&gt;
The GitHub repository is available here: [https://github.com/mathLab/ITHACA-SEM ITHACA-SEM].&lt;br /&gt;
&lt;br /&gt;
== Requirements ==&lt;br /&gt;
&lt;br /&gt;
The requirement is an installation of Nektar++ in version 4.4.0.&lt;br /&gt;
&lt;br /&gt;
== Features ==&lt;br /&gt;
&lt;br /&gt;
As of Feb. 2019: &lt;br /&gt;
- allows using a variable Reynolds number (specified by the kinematic viscosity) as parameter&lt;br /&gt;
- perform offline simulation in ITHACA-SEM or use precomputed Nektar++ *.fld files as snapshot solutions&lt;br /&gt;
- computes a POD ROM&lt;br /&gt;
- computes ROM parameter sweeps&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
GitHub repository: https://github.com/mathLab/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
Website: https://mathlab.sissa.it/ITHACA-SEM&lt;br /&gt;
&lt;br /&gt;
== Contact ==&lt;br /&gt;
&lt;br /&gt;
[[User:Hessm| Martin Hess]]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2766</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2766"/>
		<updated>2019-02-04T11:09:13Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|300px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/mathLab/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
simulations with the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Ithaca-sem.png&amp;diff=2765</id>
		<title>File:Ithaca-sem.png</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Ithaca-sem.png&amp;diff=2765"/>
		<updated>2019-02-04T11:08:54Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2764</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2764"/>
		<updated>2019-02-04T11:08:26Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
[[File:ithaca-sem.png|100px|right|ithaca-sem box]]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/mathLab/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
simulations with the spectral/hp element software  [https://nektar.info Nektar++]. &lt;br /&gt;
It uses [http://eigen.tuxfamily.org Eigen] to perform the matrix decompositions required for parametric model order reduction.&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2754</id>
		<title>ITHACA-SEM</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=ITHACA-SEM&amp;diff=2754"/>
		<updated>2019-01-17T16:37:34Z</updated>

		<summary type="html">&lt;p&gt;Hessm: edit ITHACA-SEM&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;{{preliminary}} &amp;lt;!-- Do not remove --&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[[Category:Software]]&lt;br /&gt;
&lt;br /&gt;
[https://github.com/mathLab/ITHACA-SEM ITHACA-SEM]: In real Time Highly Advanced Computational Applications with Spectral Element Methods - Reduced Order Models for Nektar++ , is a C++ package for the Model Order Reduction &lt;br /&gt;
simulations with the spectral/hp element software  [https://nektar.info Nektar++]&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=User:Hessm&amp;diff=2747</id>
		<title>User:Hessm</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=User:Hessm&amp;diff=2747"/>
		<updated>2019-01-15T14:58:44Z</updated>

		<summary type="html">&lt;p&gt;Hessm: personal data&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Martin Hess&amp;lt;br/&amp;gt;&lt;br /&gt;
SISSA mathLab, &lt;br /&gt;
International School for Advanced Studies&amp;lt;br/&amp;gt;&lt;br /&gt;
via Bonomea 265, I-34136 Trieste,&amp;lt;br/&amp;gt;&lt;br /&gt;
Italy&lt;br /&gt;
&lt;br /&gt;
phone: +39 040 3787 491&amp;lt;br/&amp;gt;&lt;br /&gt;
email: mhess@sissa.it&amp;lt;br/&amp;gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=User:Hessm&amp;diff=2746</id>
		<title>User:Hessm</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=User:Hessm&amp;diff=2746"/>
		<updated>2019-01-15T14:58:08Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Martin Hess&amp;lt;br/&amp;gt;&lt;br /&gt;
SISSA mathLab, &lt;br /&gt;
International School for Advanced Studies&amp;lt;br/&amp;gt;&lt;br /&gt;
via Bonomea 265, I-34136 Trieste,&amp;lt;br/&amp;gt;&lt;br /&gt;
 Italy&lt;br /&gt;
&lt;br /&gt;
phone: +39 040 3787 491&amp;lt;br/&amp;gt;&lt;br /&gt;
email: mhess@sissa.it&amp;lt;br/&amp;gt;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=File:Matrices_cp.tar.gz&amp;diff=1692</id>
		<title>File:Matrices cp.tar.gz</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=File:Matrices_cp.tar.gz&amp;diff=1692"/>
		<updated>2014-07-14T13:03:42Z</updated>

		<summary type="html">&lt;p&gt;Hessm: files for coplanar waveguide&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;files for coplanar waveguide&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1691</id>
		<title>Coplanar Waveguide</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1691"/>
		<updated>2014-07-14T13:02:47Z</updated>

		<summary type="html">&lt;p&gt;Hessm: link to matrices corrected&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:PDE]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:affine parameter representation]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:coplanar&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is governed by maxwell&#039;s equations.&lt;br /&gt;
The &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; considered with dielectric overlay, i.e. a transmission line shielded within two layers of multilayer board with 0.5mm thickness are buried in a substrate with 10mm thickness and relative permittivity &lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 4.4 &amp;lt;/math&amp;gt; and relative permeability &amp;lt;math&amp;gt; \mu_r = 1 &amp;lt;/math&amp;gt;, and low conductivity &amp;lt;math&amp;gt; \sigma = 0.02 S/m &amp;lt;/math&amp;gt;. The low-loss upper layer has low permittivity &amp;lt;math&amp;gt; \epsilon_r = 1.07 &amp;lt;/math&amp;gt; and&lt;br /&gt;
&amp;lt;math&amp;gt; \sigma = 0.01 S/m &amp;lt;/math&amp;gt;. The whole structure is enlosed in a metallic box of dimension 140mm by 100mm by 50mm. The discrete port with 50ohm lumped load imposes 1 A current as the input to the one side of the strip. The voltage along the discrete port 2 at the end of the other side of coupled lines is integrated as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:coplanar&amp;quot;&amp;gt;&lt;br /&gt;
[[File:CoplanarWaveguideScaled.jpg|frame|&amp;lt;caption&amp;gt;Coplanar Waveguide Model&amp;lt;ref&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[http://www.mpi-magdeburg.mpg.de/preprints/2012/MPIMD12-17.pdf Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, DOI 10.1109/TMTT.2013.2258167 , 2013.&amp;lt;/ref&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt; and the width &amp;lt;math&amp;gt; \nu &amp;lt;/math&amp;gt; of the middle stripline. &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 15 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and H(curl) inner product matrix have been assembled&lt;br /&gt;
using the Finite Element Method, resulting in 7754 degrees of freedom, after removal of boundary conditions. The files are numbered according to their &lt;br /&gt;
appearance in the summation.&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices_cp.tar.gz|Matrices_cp.tar.gz]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \nu) = 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \nu) = \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^3(\omega, \nu) = -\omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^4(\omega, \nu) = \frac{\nu}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^5(\omega, \nu) = \frac{6}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^6(\omega, \nu) = \frac{6 \omega}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^7(\omega, \nu) = -\frac{6 \omega^2}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^8(\omega, \nu) = \frac{\nu \omega}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^9(\omega, \nu) = -\frac{\nu \omega^2}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{10}(\omega, \nu) = \frac{16 - \nu}{10} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{11}(\omega, \nu) = \frac{10}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{12}(\omega, \nu) = \frac{10 \omega}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{13}(\omega, \nu) = -\frac{10 \omega^2}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{14}(\omega, \nu) = \frac{16 - \nu}{10} \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{15}(\omega, \nu) = -\frac{16 - \nu}{10} \omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [0.6, 3.0] * 10^9 &amp;lt;/math&amp;gt; Hz, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the geometric variation occurs between &amp;lt;math&amp;gt; \nu \in [2.0, 14.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
There are two output functionals, which is due to the fact, that the complex system has been rewritten as a real symmetric one. In particular the computation of the output&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; s(u) = | l^T * u | &amp;lt;/math&amp;gt; with complex vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt; turns into &amp;lt;math&amp;gt; s(u) = \sqrt{ (l_1^T * u)^2 + (l_2^T * u)^2 } &amp;lt;/math&amp;gt; with real vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references/&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1690</id>
		<title>Coplanar Waveguide</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1690"/>
		<updated>2014-07-14T13:01:28Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:PDE]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:affine parameter representation]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:coplanar&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is governed by maxwell&#039;s equations.&lt;br /&gt;
The &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; considered with dielectric overlay, i.e. a transmission line shielded within two layers of multilayer board with 0.5mm thickness are buried in a substrate with 10mm thickness and relative permittivity &lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 4.4 &amp;lt;/math&amp;gt; and relative permeability &amp;lt;math&amp;gt; \mu_r = 1 &amp;lt;/math&amp;gt;, and low conductivity &amp;lt;math&amp;gt; \sigma = 0.02 S/m &amp;lt;/math&amp;gt;. The low-loss upper layer has low permittivity &amp;lt;math&amp;gt; \epsilon_r = 1.07 &amp;lt;/math&amp;gt; and&lt;br /&gt;
&amp;lt;math&amp;gt; \sigma = 0.01 S/m &amp;lt;/math&amp;gt;. The whole structure is enlosed in a metallic box of dimension 140mm by 100mm by 50mm. The discrete port with 50ohm lumped load imposes 1 A current as the input to the one side of the strip. The voltage along the discrete port 2 at the end of the other side of coupled lines is integrated as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:coplanar&amp;quot;&amp;gt;&lt;br /&gt;
[[File:CoplanarWaveguideScaled.jpg|frame|&amp;lt;caption&amp;gt;Coplanar Waveguide Model&amp;lt;ref&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[http://www.mpi-magdeburg.mpg.de/preprints/2012/MPIMD12-17.pdf Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, DOI 10.1109/TMTT.2013.2258167 , 2013.&amp;lt;/ref&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt; and the width &amp;lt;math&amp;gt; \nu &amp;lt;/math&amp;gt; of the middle stripline. &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 15 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and H(curl) inner product matrix have been assembled&lt;br /&gt;
using the Finite Element Method, resulting in 7754 degrees of freedom, after removal of boundary conditions. The files are numbered according to their &lt;br /&gt;
appearance in the summation.&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: [[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \nu) = 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \nu) = \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^3(\omega, \nu) = -\omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^4(\omega, \nu) = \frac{\nu}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^5(\omega, \nu) = \frac{6}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^6(\omega, \nu) = \frac{6 \omega}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^7(\omega, \nu) = -\frac{6 \omega^2}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^8(\omega, \nu) = \frac{\nu \omega}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^9(\omega, \nu) = -\frac{\nu \omega^2}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{10}(\omega, \nu) = \frac{16 - \nu}{10} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{11}(\omega, \nu) = \frac{10}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{12}(\omega, \nu) = \frac{10 \omega}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{13}(\omega, \nu) = -\frac{10 \omega^2}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{14}(\omega, \nu) = \frac{16 - \nu}{10} \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{15}(\omega, \nu) = -\frac{16 - \nu}{10} \omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [0.6, 3.0] * 10^9 &amp;lt;/math&amp;gt; Hz, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the geometric variation occurs between &amp;lt;math&amp;gt; \nu \in [2.0, 14.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
There are two output functionals, which is due to the fact, that the complex system has been rewritten as a real symmetric one. In particular the computation of the output&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; s(u) = | l^T * u | &amp;lt;/math&amp;gt; with complex vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt; turns into &amp;lt;math&amp;gt; s(u) = \sqrt{ (l_1^T * u)^2 + (l_2^T * u)^2 } &amp;lt;/math&amp;gt; with real vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references/&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1689</id>
		<title>Coplanar Waveguide</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1689"/>
		<updated>2014-07-14T13:01:10Z</updated>

		<summary type="html">&lt;p&gt;Hessm: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:PDE]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:affine parameter representation]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:coplanar&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is governed by maxwell&#039;s equations.&lt;br /&gt;
The &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; considered with dielectric overlay, i.e. a transmission line shielded within two layers of multilayer board with 0.5mm thickness are buried in a substrate with 10mm thickness and relative permittivity &lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 4.4 &amp;lt;/math&amp;gt; and relative permeability &amp;lt;math&amp;gt; \mu_r = 1 &amp;lt;/math&amp;gt;, and low conductivity &amp;lt;math&amp;gt; \sigma = 0.02 S/m &amp;lt;/math&amp;gt;. The low-loss upper layer has low permittivity &amp;lt;math&amp;gt; \epsilon_r = 1.07 &amp;lt;/math&amp;gt; and&lt;br /&gt;
&amp;lt;math&amp;gt; \sigma = 0.01 S/m &amp;lt;/math&amp;gt;. The whole structure is enlosed in a metallic box of dimension 140mm by 100mm by 50mm. The discrete port with 50ohm lumped load imposes 1 A current as the input to the one side of the strip. The voltage along the discrete port 2 at the end of the other side of coupled lines is integrated as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:coplanar&amp;quot;&amp;gt;&lt;br /&gt;
[[File:CoplanarWaveguideScaled.jpg|frame|&amp;lt;caption&amp;gt;Coplanar Waveguide Model&amp;lt;ref&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[http://www.mpi-magdeburg.mpg.de/preprints/2012/MPIMD12-17.pdf Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, DOI 10.1109/TMTT.2013.2258167 , 2013.&amp;lt;/ref&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt; and the width &amp;lt;math&amp;gt; \nu &amp;lt;/math&amp;gt; of the middle stripline. &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 15 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and H(curl) inner product matrix have been assembled&lt;br /&gt;
using the Finite Element Method, resulting in 7754 degrees of freedom, after removal of boundary conditions. The files are numbered according to their &lt;br /&gt;
appearance in the summation.&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \nu) = 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \nu) = \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^3(\omega, \nu) = -\omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^4(\omega, \nu) = \frac{\nu}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^5(\omega, \nu) = \frac{6}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^6(\omega, \nu) = \frac{6 \omega}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^7(\omega, \nu) = -\frac{6 \omega^2}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^8(\omega, \nu) = \frac{\nu \omega}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^9(\omega, \nu) = -\frac{\nu \omega^2}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{10}(\omega, \nu) = \frac{16 - \nu}{10} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{11}(\omega, \nu) = \frac{10}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{12}(\omega, \nu) = \frac{10 \omega}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{13}(\omega, \nu) = -\frac{10 \omega^2}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{14}(\omega, \nu) = \frac{16 - \nu}{10} \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{15}(\omega, \nu) = -\frac{16 - \nu}{10} \omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [0.6, 3.0] * 10^9 &amp;lt;/math&amp;gt; Hz, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the geometric variation occurs between &amp;lt;math&amp;gt; \nu \in [2.0, 14.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
There are two output functionals, which is due to the fact, that the complex system has been rewritten as a real symmetric one. In particular the computation of the output&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; s(u) = | l^T * u | &amp;lt;/math&amp;gt; with complex vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt; turns into &amp;lt;math&amp;gt; s(u) = \sqrt{ (l_1^T * u)^2 + (l_2^T * u)^2 } &amp;lt;/math&amp;gt; with real vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references/&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
	<entry>
		<id>https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1688</id>
		<title>Coplanar Waveguide</title>
		<link rel="alternate" type="text/html" href="https://modelreduction.org/morwiki/index.php?title=Coplanar_Waveguide&amp;diff=1688"/>
		<updated>2014-07-14T13:00:40Z</updated>

		<summary type="html">&lt;p&gt;Hessm: link to matrices corrected&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;[[Category:benchmark]]&lt;br /&gt;
[[Category:PDE]]&lt;br /&gt;
[[Category:parametric 2-5 parameters]]&lt;br /&gt;
[[Category:linear]]&lt;br /&gt;
[[Category:time invariant]]&lt;br /&gt;
[[Category:affine parameter representation]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Description==&lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; (see &amp;lt;xr id=&amp;quot;fig:coplanar&amp;quot;/&amp;gt;) is a microwave semiconductor device, which is governed by maxwell&#039;s equations.&lt;br /&gt;
The &#039;&#039;&#039;coplanar waveguide&#039;&#039;&#039; considered with dielectric overlay, i.e. a transmission line shielded within two layers of multilayer board with 0.5mm thickness are buried in a substrate with 10mm thickness and relative permittivity &lt;br /&gt;
&amp;lt;math&amp;gt; \epsilon_r = 4.4 &amp;lt;/math&amp;gt; and relative permeability &amp;lt;math&amp;gt; \mu_r = 1 &amp;lt;/math&amp;gt;, and low conductivity &amp;lt;math&amp;gt; \sigma = 0.02 S/m &amp;lt;/math&amp;gt;. The low-loss upper layer has low permittivity &amp;lt;math&amp;gt; \epsilon_r = 1.07 &amp;lt;/math&amp;gt; and&lt;br /&gt;
&amp;lt;math&amp;gt; \sigma = 0.01 S/m &amp;lt;/math&amp;gt;. The whole structure is enlosed in a metallic box of dimension 140mm by 100mm by 50mm. The discrete port with 50ohm lumped load imposes 1 A current as the input to the one side of the strip. The voltage along the discrete port 2 at the end of the other side of coupled lines is integrated as the output.&lt;br /&gt;
&lt;br /&gt;
&amp;lt;figure id=&amp;quot;fig:coplanar&amp;quot;&amp;gt;&lt;br /&gt;
[[File:CoplanarWaveguideScaled.jpg|frame|&amp;lt;caption&amp;gt;Coplanar Waveguide Model&amp;lt;ref&amp;gt;M. W. Hess, P. Benner, &amp;quot;&amp;lt;span class=&amp;quot;plainlinks&amp;quot;&amp;gt;[http://www.mpi-magdeburg.mpg.de/preprints/2012/MPIMD12-17.pdf Fast Evaluation of Time-Harmonic Maxwell&#039;s Equations Using the Reduced Basis Method]&amp;lt;/span&amp;gt;&amp;quot;, IEEE Transactions on Microwave Theory and Techniques, DOI 10.1109/TMTT.2013.2258167 , 2013.&amp;lt;/ref&amp;gt;&amp;lt;/caption&amp;gt;]]&lt;br /&gt;
&amp;lt;/figure&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Data==&lt;br /&gt;
&lt;br /&gt;
Considered parameters are the frequency &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt; and the width &amp;lt;math&amp;gt; \nu &amp;lt;/math&amp;gt; of the middle stripline. &lt;br /&gt;
&lt;br /&gt;
The affine form &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) a^q(u, v) &amp;lt;/math&amp;gt; can be established using &amp;lt;math&amp;gt; Q = 15 &amp;lt;/math&amp;gt; affine terms.&lt;br /&gt;
&lt;br /&gt;
The discretized bilinear form is &amp;lt;math&amp;gt; a(u, v; \omega, \nu) = \sum_{q=1}^Q \Theta^q(\omega, \nu) A^q &amp;lt;/math&amp;gt;, with matrices &amp;lt;math&amp;gt; A^q &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
The matrices corresponding to the bilinear forms &amp;lt;math&amp;gt; a^q( \cdot , \cdot ) &amp;lt;/math&amp;gt; as well as the input and output forms and H(curl) inner product matrix have been assembled&lt;br /&gt;
using the Finite Element Method, resulting in 7754 degrees of freedom, after removal of boundary conditions. The files are numbered according to their &lt;br /&gt;
appearance in the summation.&lt;br /&gt;
&lt;br /&gt;
The files are numbered according to their appearance in the summation and can be found here: &lt;br /&gt;
[[Media:Matrices.tar.gz|Matrices.tar.gz]]&lt;br /&gt;
&lt;br /&gt;
The coefficient functions are given by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^1(\omega, \nu) = 1 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^2(\omega, \nu) = \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^3(\omega, \nu) = -\omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^4(\omega, \nu) = \frac{\nu}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^5(\omega, \nu) = \frac{6}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^6(\omega, \nu) = \frac{6 \omega}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^7(\omega, \nu) = -\frac{6 \omega^2}{\nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^8(\omega, \nu) = \frac{\nu \omega}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^9(\omega, \nu) = -\frac{\nu \omega^2}{6} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{10}(\omega, \nu) = \frac{16 - \nu}{10} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{11}(\omega, \nu) = \frac{10}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{12}(\omega, \nu) = \frac{10 \omega}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{13}(\omega, \nu) = -\frac{10 \omega^2}{16 - \nu} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{14}(\omega, \nu) = \frac{16 - \nu}{10} \omega &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \Theta^{15}(\omega, \nu) = -\frac{16 - \nu}{10} \omega^2 &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The parameter domain of interest is &amp;lt;math&amp;gt; \omega \in [0.6, 3.0] * 10^9 &amp;lt;/math&amp;gt; Hz, where the factor of &amp;lt;math&amp;gt; 10^9 &amp;lt;/math&amp;gt; has already been taken into account &lt;br /&gt;
while assembling the matrices, while the geometric variation occurs between &amp;lt;math&amp;gt; \nu \in [2.0, 14.0] &amp;lt;/math&amp;gt;. The input functional also has a factor of &amp;lt;math&amp;gt; \omega &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
There are two output functionals, which is due to the fact, that the complex system has been rewritten as a real symmetric one. In particular the computation of the output&lt;br /&gt;
&lt;br /&gt;
&amp;lt;math&amp;gt; s(u) = | l^T * u | &amp;lt;/math&amp;gt; with complex vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt; turns into &amp;lt;math&amp;gt; s(u) = \sqrt{ (l_1^T * u)^2 + (l_2^T * u)^2 } &amp;lt;/math&amp;gt; with real vector &amp;lt;math&amp;gt; u &amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Origin==&lt;br /&gt;
&lt;br /&gt;
The models have been developed within the [http://www.moresim4nano.org MoreSim4Nano project].&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&lt;br /&gt;
&amp;lt;references/&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Contact==&lt;br /&gt;
&lt;br /&gt;
&#039;&#039; [[User:hessm|Martin Hess]]&#039;&#039;&lt;/div&gt;</summary>
		<author><name>Hessm</name></author>
	</entry>
</feed>