Fuzzy model-based control of complex plants

被引:92
作者
Kiriakidis, K [1 ]
机构
[1] USN Acad, Dept Weap & Syst Engn, Annapolis, MD 21402 USA
关键词
fuzzy models; observers; robustness; state-space methods; uncertainty;
D O I
10.1109/91.728444
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the field of fuzzy modeling, the Takagi-Sugeno fuzzy model has been used to approximate accurately the dynamics of complex plants. This paper addresses two control design problems associated with state-space realizations of such fuzzy models. First, we treat the stability robustness of fuzzy model-based controllers against modeling uncertainty. Second, we develop observer-based control schemes and further investigate the behavior of estimated-state feedback. In both cases, we provide sufficient conditions that guarantee stability of the closed loop. The results are demonstrated on the fuzzy model of a gas furnace process.
引用
收藏
页码:517 / 529
页数:13
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