DocumentCode :
2640237
Title :
Interval Type-2 Fuzzy Neural Network Controller (IT2FNNC) and Its Application to a Coupled-Tank Liquid-Level Control System
Author :
Li, Chengdong ; Yi, Jianqiang ; Zhao, Dongbin
Author_Institution :
Lab. of Complex Syst. & Intell. Sci., Chinese Acad. of Sci., Beijing
fYear :
2008
fDate :
18-20 June 2008
Firstpage :
508
Lastpage :
508
Abstract :
In this paper, an interval type-2 fuzzy neural network controller (IT2FNNC) is proposed. This new controller can combine the merits of neural network and type-2 fuzzy logic controller (T2FLC) which has been shown to be a powerful paradigm to handle the high level of uncertainties in real-world applications. To tune the parameters of IT2FNNC, the update rule is developed based on the backpropagation (BP) algorithm. And, in order to demonstrate the effectiveness of the proposed controller, an application to the coulped-tank liquid-level control system is investigated. Simulation results show that the proposed controller can present satisfactory performance. Moreover, compared with the T1FNN controller, IT2FNNC performs better, particularly in noisy environments.
Keywords :
backpropagation; fuzzy control; fuzzy neural nets; level control; neurocontrollers; tanks (containers); backpropagation algorithm; coupled-tank liquid-level control system; interval type-2 fuzzy neural network controller; type-2 fuzzy logic controller; Automatic control; Control systems; Fuzzy control; Fuzzy logic; Fuzzy neural networks; Fuzzy sets; Mobile robots; Neural networks; Robot control; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Innovative Computing Information and Control, 2008. ICICIC '08. 3rd International Conference on
Conference_Location :
Dalian, Liaoning
Print_ISBN :
978-0-7695-3161-8
Electronic_ISBN :
978-0-7695-3161-8
Type :
conf
DOI :
10.1109/ICICIC.2008.329
Filename :
4603697
Link To Document :
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