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Convex restrictions in physical design
In a physical design problem, the designer chooses values of some physical parameters, within limits, to optimize the resulting field. We focus on the specific case in which each physical design parameter is the ratio of two field variables. This form occurs for photonic design with real scalar fiel...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8217551/ https://www.ncbi.nlm.nih.gov/pubmed/34155295 http://dx.doi.org/10.1038/s41598-021-92451-1 |
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author | Angeris, Guillermo Vučković, Jelena Boyd, Stephen |
author_facet | Angeris, Guillermo Vučković, Jelena Boyd, Stephen |
author_sort | Angeris, Guillermo |
collection | PubMed |
description | In a physical design problem, the designer chooses values of some physical parameters, within limits, to optimize the resulting field. We focus on the specific case in which each physical design parameter is the ratio of two field variables. This form occurs for photonic design with real scalar fields, diffusion-type systems, and others. We show that such problems can be reduced to a convex optimization problem, and therefore efficiently solved globally, given the sign of an optimal field at every point. This observation suggests a heuristic, in which the signs of the field are iteratively updated. This heuristic appears to have good practical performance on diffusion-type problems (including thermal design and resistive circuit design) and some control problems, while exhibiting moderate performance on photonic design problems. We also show in many practical cases there exist globally optimal designs whose design parameters are maximized or minimized at each point in the domain, i.e., that there is a discrete globally optimal structure. |
format | Online Article Text |
id | pubmed-8217551 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82175512021-06-22 Convex restrictions in physical design Angeris, Guillermo Vučković, Jelena Boyd, Stephen Sci Rep Article In a physical design problem, the designer chooses values of some physical parameters, within limits, to optimize the resulting field. We focus on the specific case in which each physical design parameter is the ratio of two field variables. This form occurs for photonic design with real scalar fields, diffusion-type systems, and others. We show that such problems can be reduced to a convex optimization problem, and therefore efficiently solved globally, given the sign of an optimal field at every point. This observation suggests a heuristic, in which the signs of the field are iteratively updated. This heuristic appears to have good practical performance on diffusion-type problems (including thermal design and resistive circuit design) and some control problems, while exhibiting moderate performance on photonic design problems. We also show in many practical cases there exist globally optimal designs whose design parameters are maximized or minimized at each point in the domain, i.e., that there is a discrete globally optimal structure. Nature Publishing Group UK 2021-06-21 /pmc/articles/PMC8217551/ /pubmed/34155295 http://dx.doi.org/10.1038/s41598-021-92451-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Angeris, Guillermo Vučković, Jelena Boyd, Stephen Convex restrictions in physical design |
title | Convex restrictions in physical design |
title_full | Convex restrictions in physical design |
title_fullStr | Convex restrictions in physical design |
title_full_unstemmed | Convex restrictions in physical design |
title_short | Convex restrictions in physical design |
title_sort | convex restrictions in physical design |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8217551/ https://www.ncbi.nlm.nih.gov/pubmed/34155295 http://dx.doi.org/10.1038/s41598-021-92451-1 |
work_keys_str_mv | AT angerisguillermo convexrestrictionsinphysicaldesign AT vuckovicjelena convexrestrictionsinphysicaldesign AT boydstephen convexrestrictionsinphysicaldesign |