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On PSO-Based Simulations of Fuzzy Dynamical Systems Induced by One-Dimensional Ones

Authors :
Jiří Kupka
Nicole Škorupová
Source :
Mathematics, Vol 9, Iss 21, p 2737 (2021)
Publication Year :
2021
Publisher :
MDPI AG, 2021.

Abstract

Zadeh’s extension principle is one of the elementary tools in fuzzy set theory, and among other things, it provides a natural extension of a real-valued continuous self-map to a self-map having fuzzy sets as its arguments. The purpose of this paper is to introduce a new algorithm that can be used for simulations of fuzzy dynamical systems induced by interval maps. The core of the proposed algorithm is based on calculations including piecewise linear maps, and consequently, an implementation of an optimization algorithm (in our case, particle swarm optimization) was prepared to obtain necessary piecewise linear approximations. For all parts of this algorithm, we provide detailed testing and numerous examples.

Details

Language :
English
ISSN :
22277390
Volume :
9
Issue :
21
Database :
Directory of Open Access Journals
Journal :
Mathematics
Publication Type :
Academic Journal
Accession number :
edsdoj.6b1f6634889240edbc00e2929988c77a
Document Type :
article
Full Text :
https://doi.org/10.3390/math9212737