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Fuzzy Sets and Systems
Volume 157, Issue 16, 16 August 2006, Pages 2241-2258
 
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doi:10.1016/j.fss.2006.03.006    How to Cite or Link Using DOI (Opens New Window)
Copyright © 2006 Elsevier B.V. All rights reserved.

Adaptive fuzzy controller: Application to the control of the temperature of a dynamic room in real time

I. RojasCorresponding Author Contact Information, a, E-mail The Corresponding Author, H. Pomaresa, J. Gonzaleza, L.J. Herreraa, A. Guillena, F. Rojasa and O. Valenzuelaa

aDepartment of Computer Architecture and Computer Technology, Facultad de Ciencias, Campus Universitario Fuentenueva s/n, E-18071, University of Granada, Spain

Received 17 June 2004; 
revised 4 January 2006; 
accepted 4 March 2006. 
Available online 30 March 2006.

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Abstract

This paper presents a direct adaptive fuzzy controller for unknown monotonic nonlinear systems, thus not requiring the system model, but only a little information about it: the plant monotonicity and its delay. Without any off-line pre-training, the algorithm achieves very high control performance through a three-stage algorithm: (1) output scale factor, (2) adaptation of the fuzzy rule consequents and (3) optimization of the position of the membership functions. The design is simple, in the sense that both the membership functions and the rule-base can be initialized from arbitrary values. It can be applied to a large class of monotonic dynamic or static plants, due the fact that the system is able to modify its behaviour in real time, i.e., during the control process.

Keywords: Fuzzy control; Adaptive fuzzy controller; Real-time application


Fuzzy Sets and Systems
Volume 157, Issue 16, 16 August 2006, Pages 2241-2258
 
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