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Difference between revisions of "MORB"

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A new benchmarking tool for model order reduction is currently under development. It is a demonstrator of the generic benchmark framework developed for Task Area 2 of the Mathematical Research Data Initiative ([https://www.mardi4nfdi.de/about/task-areas MaRDI]) and will serve as an example of how to fairly compare different implementations of algorithms across a standardized benchmark set for scientific computing.
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A model order reduction benchmark (MORB) tool is currently under development. It is a demonstrator of the generic benchmark framework (MaRDIMark) developed for Task Area 2 of the Mathematical Research Data Initiative ([https://www.mardi4nfdi.de/about/task-areas MaRDI]) and will serve as an example of how to fairly compare different implementations of algorithms across a standardized benchmark set for scientific computing.
   
 
== Overview ==
 
== Overview ==
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[[File:Morb2022.pdf|180px]]
 
[[File:Morb2022.pdf|180px]]
   
== MATLAB prototype example ==
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== mini-MORB (snapshot of MATLAB prototype) ==
As of January 2023, a MATLAB prototype for linear-time-invariant (LTI) systems is largely operational. See an example [https://morwiki.mpi-magdeburg.mpg.de/morwiki/index.php/File:CdPlayer_n120m2q2.pdf report] for the [[CD Player]] benchmark.
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A MATLAB prototype for linear-time-invariant, first-order systems (LTI-FOS) is largely operational. An example [https://morwiki.mpi-magdeburg.mpg.de/morwiki/index.php/File:CdPlayer_n120m2q2.pdf report] for the [[CD Player]] benchmark is provided.
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Please also see the [https://onlinelibrary.wiley.com/doi/10.1002/pamm.202300147 report] published in [https://onlinelibrary.wiley.com/journal/16177061 PAMM], as well as the accompanying [https://zenodo.org/record/8093833 code] hosted at [https://zenodo.org Zenodo].
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<nowiki>
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@article{BenLS23,
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title = {Towards a benchmark framework for model order reduction in the {{Mathematical Research Data Initiative}} ({{MaRDI}})},
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author = {Benner, Peter and Lund, Kathryn and Saak, Jens},
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year = {2023},
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journal = {Proceeding Appl. Math. Mech.},
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doi = {10.1002/pamm.202300147},
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pages = {e202300147},
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volume = 23,
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number = 3
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}
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@misc{mini-MORB,
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title = {mini-{{MORB}} ({{Model Order Reduction Benchmarker}})},
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author = {Lund, Kathryn and Saak, Jens and Benner, Peter},
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year = {2023},
  +
doi = {10.5281/zenodo.8093832}
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}
  +
</nowiki>

Latest revision as of 15:20, 3 June 2024

A model order reduction benchmark (MORB) tool is currently under development. It is a demonstrator of the generic benchmark framework (MaRDIMark) developed for Task Area 2 of the Mathematical Research Data Initiative (MaRDI) and will serve as an example of how to fairly compare different implementations of algorithms across a standardized benchmark set for scientific computing.

Overview

An overview of MaRDI and MORB are provided in the poster, which was presented at Model Reduction and Surrogate Modeling (MORE), 19-23 September 2022, Berlin, Germany.

Morb2022.pdf

mini-MORB (snapshot of MATLAB prototype)

A MATLAB prototype for linear-time-invariant, first-order systems (LTI-FOS) is largely operational. An example report for the CD Player benchmark is provided.

Please also see the report published in PAMM, as well as the accompanying code hosted at Zenodo.

 @article{BenLS23,
     title = {Towards a benchmark framework for model order reduction in the {{Mathematical Research Data Initiative}} ({{MaRDI}})},
     author = {Benner, Peter and Lund, Kathryn and Saak, Jens},
     year = {2023},
     journal = {Proceeding Appl. Math. Mech.},
     doi = {10.1002/pamm.202300147},
     pages = {e202300147},
     volume = 23,
     number = 3
 }

 @misc{mini-MORB,
     title = {mini-{{MORB}} ({{Model Order Reduction Benchmarker}})},
     author = {Lund, Kathryn and Saak, Jens and Benner, Peter},
     year = {2023},
     doi = {10.5281/zenodo.8093832}
 }