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Article type: Research Article
Authors: Chatterjee, A.a; * | Maitra, M.a | Rakshit, A.a | Siarry, P.b
Affiliations: [a] Electrical Engineering Department, Jadavpur University, Calcutta – 700 032, India | [b] Université Paris XII, Faculté des Sciences (LERISS), 94010 Créteil, France
Correspondence: [*] Corresponding author
Abstract: The present paper describes the development of a new adaptive fuzzy logic controller (AFLC), which can directly employ an adaptive fuzzy/neuro/neuro-fuzzy function approximator to develop a desired controller, based on an ideal controller input-output data set. The system also proposes the development of the AFLC based on a new adaptive fuzzy system, called influential rule search scheme (IRSS), as a pure function approximation tool. The proposed AFLC employs two additional sub-modules: i) a new static fuzzy resetting action controller (FRAC), which fuzzily changes the resetting action of the controller at each sampling instant, to enhance system performance, and ii) a new fuzzy inverse process estimator, based on IRSS as a function approximator itself. Simulation studies are shown to demonstrate the effectiveness of the proposed controller scheme over conventional PID controllers and other existing fuzzy and neural network based controllers.
Keywords: Fuzzy logic controller, influential rule search scheme, fuzzy resetting action controller, inverse process estimator
DOI: 10.3233/KES-2007-11104
Journal: International Journal of Knowledge-based and Intelligent Engineering Systems, vol. 11, no. 1, pp. 47-63, 2007
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