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On PSO-Based Approximation of Zadeh’s Extension Principle
Zadeh’s extension is a powerful principle in fuzzy set theory which allows to extend a real-valued continuous map to a map having fuzzy sets as its arguments. In our previous work we introduced an algorithm which can compute Zadeh’s extension of given continuous piecewise linear functions and then t...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274733/ http://dx.doi.org/10.1007/978-3-030-50153-2_20 |
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author | Kupka, Jiří Škorupová, Nicole |
author_facet | Kupka, Jiří Škorupová, Nicole |
author_sort | Kupka, Jiří |
collection | PubMed |
description | Zadeh’s extension is a powerful principle in fuzzy set theory which allows to extend a real-valued continuous map to a map having fuzzy sets as its arguments. In our previous work we introduced an algorithm which can compute Zadeh’s extension of given continuous piecewise linear functions and then to simulate fuzzy dynamical systems given by them. The purpose of this work is to present results which generalize our previous approach to a more complex class of maps. For that purpose we present an adaptation on optimization algorithm called particle swarm optimization and demonstrate its use for simulation of fuzzy dynamical systems. |
format | Online Article Text |
id | pubmed-7274733 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-72747332020-06-08 On PSO-Based Approximation of Zadeh’s Extension Principle Kupka, Jiří Škorupová, Nicole Information Processing and Management of Uncertainty in Knowledge-Based Systems Article Zadeh’s extension is a powerful principle in fuzzy set theory which allows to extend a real-valued continuous map to a map having fuzzy sets as its arguments. In our previous work we introduced an algorithm which can compute Zadeh’s extension of given continuous piecewise linear functions and then to simulate fuzzy dynamical systems given by them. The purpose of this work is to present results which generalize our previous approach to a more complex class of maps. For that purpose we present an adaptation on optimization algorithm called particle swarm optimization and demonstrate its use for simulation of fuzzy dynamical systems. 2020-05-16 /pmc/articles/PMC7274733/ http://dx.doi.org/10.1007/978-3-030-50153-2_20 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Kupka, Jiří Škorupová, Nicole On PSO-Based Approximation of Zadeh’s Extension Principle |
title | On PSO-Based Approximation of Zadeh’s Extension Principle |
title_full | On PSO-Based Approximation of Zadeh’s Extension Principle |
title_fullStr | On PSO-Based Approximation of Zadeh’s Extension Principle |
title_full_unstemmed | On PSO-Based Approximation of Zadeh’s Extension Principle |
title_short | On PSO-Based Approximation of Zadeh’s Extension Principle |
title_sort | on pso-based approximation of zadeh’s extension principle |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274733/ http://dx.doi.org/10.1007/978-3-030-50153-2_20 |
work_keys_str_mv | AT kupkajiri onpsobasedapproximationofzadehsextensionprinciple AT skorupovanicole onpsobasedapproximationofzadehsextensionprinciple |