DocumentCode
2217212
Title
Fuzzy neural network-based model reference adaptive inverse control for induction machines
Author
Shao, Zongkai ; Zhan, Yuedong ; Guo, Youguang
Author_Institution
Sch. of Hydropower & Inf., Huazhong Univ. of Sci. & Technol., Wuhan, China
fYear
2009
fDate
25-27 Sept. 2009
Firstpage
56
Lastpage
59
Abstract
In this paper, because the induction machines are described as the plants of highly nonlinear and parameters time-varying, in order to obtain a very well control performances that a conventional model reference adaptive inverse control (MRAIC) can not be gotten, a fuzzy neural network-based model reference adaptive inverse control strategy for induction motors is presented based on the rotor field oriented motion model of induction machines. The fuzzy neural network control (FNNC) is incorporated into the model reference adaptive control (MRAC), a fuzzy basis function network controller (FBNC) and a fuzzy neural network identifier (FNNI) for asynchronous motors adjustable speed system are designed. The proposed controller for asynchronous machines resolves the shortage of MRAC, and employs the advantages of FNNC and MRAC. Simulation results show that the proposed control strategy is of the feasibility, correctness and effectiveness.
Keywords
control system synthesis; fuzzy control; fuzzy neural nets; induction motors; machine vector control; model reference adaptive control systems; neurocontrollers; nonlinear control systems; time-varying systems; asynchronous motors adjustable speed system; fuzzy basis function network controller; fuzzy neural network; fuzzy neural network identifier; induction machines; model reference adaptive inverse control; nonlinear plants; time-varying plants; Adaptive control; Adaptive systems; Fuzzy control; Fuzzy neural networks; Induction machines; Induction motors; Inverse problems; Motion control; Neural networks; Programmable control; fuzzy neural network control (FNNC); induction machine; mochine dynamic model; model reference adaptive control (MRAC);
fLanguage
English
Publisher
ieee
Conference_Titel
Applied Superconductivity and Electromagnetic Devices, 2009. ASEMD 2009. International Conference on
Conference_Location
Chengdu
Print_ISBN
978-1-4244-3686-6
Electronic_ISBN
978-1-4244-3687-3
Type
conf
DOI
10.1109/ASEMD.2009.5306695
Filename
5306695
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