APPLICATION OF FUZZY-LOGIC TO THE ONLINE ADJUSTMENT OF THE PARAMETERSOF A GENERALIZED PREDICTIVE CONTROLLER

Citation
R. Benabdennour et al., APPLICATION OF FUZZY-LOGIC TO THE ONLINE ADJUSTMENT OF THE PARAMETERSOF A GENERALIZED PREDICTIVE CONTROLLER, Intelligent automation and soft computing, 4(3), 1998, pp. 197-213
Citations number
14
Categorie Soggetti
Robotics & Automatic Control","Computer Science Artificial Intelligence","Robotics & Automatic Control","Computer Science Artificial Intelligence
ISSN journal
10798587
Volume
4
Issue
3
Year of publication
1998
Pages
197 - 213
Database
ISI
SICI code
1079-8587(1998)4:3<197:AOFTTO>2.0.ZU;2-F
Abstract
To achieve the desired performance and fully exploit the capabilities of generalized predictive control, we propose in this paper a fuzzy su pervisory scheme that adjusts on-line the design parameters. This fuzz y logic based strategy is applicable to both regulation and tracking p roblems. Moreover, it guarantees a suitable degree of closed-loop stab ility while considering numerical problems (computational burden and m atrix inversion). The results of this paper are satisfactory and bring out the remarkable abilities of the fuzzy supervision system. In fact , in all cases, the fuzzy supervisor achieved optimal performance in l ight of the design objectives which was not the case when it was off-l ine.