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Models-Based Optimization Methods for the Specification of Fuzzy Inference Systems in Discrete EVent Simulation

Authors :
Bastien Poggi
Paul-Antoine Bisgambiglia
Céline Nicolai
TIC
Sciences pour l'environnement (SPE)
Centre National de la Recherche Scientifique (CNRS)-Université Pascal Paoli (UPP)-Centre National de la Recherche Scientifique (CNRS)-Université Pascal Paoli (UPP)
Centre National de la Recherche Scientifique (CNRS)-Université Pascal Paoli (UPP)
EUSFLAT
Source :
Proceedings in the 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and " les rencontres francophones sur la Logique Floue et ses Applications " (LFA-2011), 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and " les rencontres francophones sur la Logique Floue et ses Applications " (LFA-2011), 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and " les rencontres francophones sur la Logique Floue et ses Applications " (LFA-2011), Jul 2011, Aix-les-Bains, France. pp.957-964, ⟨10.2991/eusflat.2011.6⟩, EUSFLAT Conf.
Publication Year :
2011
Publisher :
HAL CCSD, 2011.

Abstract

International audience; In this paper, we present our work in the field of computational intelligence and discrete event systems. Knowledge representation and the inclusion of imperfect knowledge is a key step in an effort to optimally incorporate artificial intelligence methods in a modeling and simulation framework. Fuzzy Inference Systems (FIS) are one of the most used applications of Fuzzy Logic and Fuzzy Sets Theory. They have the advantage of relying on the properties of Fuzzy Logic to represent imperfect information so gradually, and manipulate them from a linguistic description. This flexibility of representation is more significant for the study of complex systems. We wish to extend the Discrete EVent system Specification (DEVS) formalism to represent FIS and we propose a modular and generic approach (DEVFIS) to integrate in this new extension various optimization methods.

Details

Language :
English
Database :
OpenAIRE
Journal :
Proceedings in the 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and " les rencontres francophones sur la Logique Floue et ses Applications " (LFA-2011), 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and " les rencontres francophones sur la Logique Floue et ses Applications " (LFA-2011), 7th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2011) and " les rencontres francophones sur la Logique Floue et ses Applications " (LFA-2011), Jul 2011, Aix-les-Bains, France. pp.957-964, ⟨10.2991/eusflat.2011.6⟩, EUSFLAT Conf.
Accession number :
edsair.doi.dedup.....a72582868a20bd31e9d305c425648b63
Full Text :
https://doi.org/10.2991/eusflat.2011.6⟩