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Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response
This work describes an approach for synthesizing state-feedback controllers for discrete-time systems, taking into account performance aspects. The proposed methodology is based on counterexample-guided inductive synthesis (CEGIS), producing safe controllers based on step response performance requir...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474889/ https://www.ncbi.nlm.nih.gov/pubmed/36104388 http://dx.doi.org/10.1038/s41598-022-19284-4 |
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author | Cavalcante, Thiago Bessa, Iury Lima Filho, Eddie B. de Cordeiro, Lucas C. |
author_facet | Cavalcante, Thiago Bessa, Iury Lima Filho, Eddie B. de Cordeiro, Lucas C. |
author_sort | Cavalcante, Thiago |
collection | PubMed |
description | This work describes an approach for synthesizing state-feedback controllers for discrete-time systems, taking into account performance aspects. The proposed methodology is based on counterexample-guided inductive synthesis (CEGIS), producing safe controllers based on step response performance requirements, such as settling time and maximum-overshoot. Controller candidates are generated through constrained optimization based on genetic algorithms. Each iteration that does not satisfy the initial system requirements is learned as a failed result and then used in another attempt. During the verification phase, it is considered the controller fragility to ensure deployable implementations. Such an approach assists the discrete-time control system design since weaknesses occur during implementation on digital platforms, where systems that meet design requirements are employed. The proposed method is implemented in DSVerifier, a tool that uses bounded (and unbounded) model checking based on satisfiability modulo theories. Experimental results showed that our approach is practical and sound regarding the synthesis of discrete state-feedback control systems that present performance requirements. It considers finite word-length effects, unlike other methods that routinely ignore them. |
format | Online Article Text |
id | pubmed-9474889 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94748892022-09-16 Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response Cavalcante, Thiago Bessa, Iury Lima Filho, Eddie B. de Cordeiro, Lucas C. Sci Rep Article This work describes an approach for synthesizing state-feedback controllers for discrete-time systems, taking into account performance aspects. The proposed methodology is based on counterexample-guided inductive synthesis (CEGIS), producing safe controllers based on step response performance requirements, such as settling time and maximum-overshoot. Controller candidates are generated through constrained optimization based on genetic algorithms. Each iteration that does not satisfy the initial system requirements is learned as a failed result and then used in another attempt. During the verification phase, it is considered the controller fragility to ensure deployable implementations. Such an approach assists the discrete-time control system design since weaknesses occur during implementation on digital platforms, where systems that meet design requirements are employed. The proposed method is implemented in DSVerifier, a tool that uses bounded (and unbounded) model checking based on satisfiability modulo theories. Experimental results showed that our approach is practical and sound regarding the synthesis of discrete state-feedback control systems that present performance requirements. It considers finite word-length effects, unlike other methods that routinely ignore them. Nature Publishing Group UK 2022-09-14 /pmc/articles/PMC9474889/ /pubmed/36104388 http://dx.doi.org/10.1038/s41598-022-19284-4 Text en © The Author(s) 2022 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 Cavalcante, Thiago Bessa, Iury Lima Filho, Eddie B. de Cordeiro, Lucas C. Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
title | Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
title_full | Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
title_fullStr | Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
title_full_unstemmed | Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
title_short | Formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
title_sort | formal synthesis of non-fragile state-feedback digital controllers considering performance requirements for step response |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474889/ https://www.ncbi.nlm.nih.gov/pubmed/36104388 http://dx.doi.org/10.1038/s41598-022-19284-4 |
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