Harmony search algorithm and Lyapunov theory based hybrid adaptive fuzzy controller for temperature control of air heater system with transport-delay

被引:11
作者
Das Sharma, Kaushik [1 ]
Chatterjee, Amitava [2 ]
Rakshit, Anjan [2 ]
机构
[1] Univ Calcutta, Dept Appl Sci, Kolkata, India
[2] Jadavpur Univ, Dept Elect Engn, Kolkata 700032, W Bengal, India
关键词
Adaptive fuzzy logic controllers (AFLCs); HS algorithm; Lyapunov theory; Thermal process with transport delay; DESIGN;
D O I
10.1016/j.asoc.2014.09.009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The present paper proposes systematic designs of stable adaptive fuzzy logic controllers (AFLCs), employing hybridizations of Lyapunov strategy based approach (LSBA) and a contemporary stochastic optimization technique, for controlling the temperature of a thermal process in an air-heater system with transport-delay and in the presence of disturbances. Harmony search (HS) algorithm has been considered here as a candidate stochastic optimization technique utilized in conjunction with the Lyapunov theory to develop the hybrid models in this work. The objective of this work is to design stable adaptive fuzzy controllers which can provide high degree of automation, guarantee asymptotic stability and also achieve satisfactory transient performance by simultaneous adaptations of both the fuzzy controller structure and its free parameters. The results obtained from real-life experiments aptly demonstrate the usefulness of the proposed approach. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:40 / 50
页数:11
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