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Models-Based Optimization Methods for the Specification of Fuzzy Inference Systems in Discrete EVent Simulation
- 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.
- Subjects :
- 0209 industrial biotechnology
Adaptive neuro fuzzy inference system
Fuzzy classification
Theoretical computer science
Neuro-fuzzy
FIS
business.industry
Computer science
Fuzzy set
02 engineering and technology
Fuzzy control system
iDEVS
Fuzzy logic
[INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation
optimization models
DEVFIS
020901 industrial engineering & automation
DEVS
0202 electrical engineering, electronic engineering, information engineering
Fuzzy Sets Theory
Fuzzy number
Fuzzy set operations
020201 artificial intelligence & image processing
Artificial intelligence
business
Subjects
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⟩