Analytical investigation of torque and flux ripple in induction motor control scheme using wavelet network

Hua Liu; Hong Zhang; Aili Qin

doi:10.1117/12.807381

13 October 2008 Analytical investigation of torque and flux ripple in induction motor control scheme using wavelet network

Hua Liu, Hong Zhang, Aili Qin

Author Affiliations +

Proceedings Volume 7129, Seventh International Symposium on Instrumentation and Control Technology: Optoelectronic Technology and Instruments, Control Theory and Automation, and Space Exploration; 712912 (2008) https://doi.org/10.1117/12.807381
Event: Seventh International Symposium on Instrumentation and Control Technology, 2008, Beijing, China

Abstract

An effective scheme of parameter identification based on wavelet neural network is presented for improving dynamic performance of direct torque control system. The wavelet transform is localized in time-frequency domains, yielding wavelet coefficients at different scales. This gives the wavelet transform much greater compact support for analysis of signals with localized transient components. The input nodes of wavelet neural network are current error and change in the current error and the output node is the stator resistance error. To fulfill the network structure parameter, the improved least squares algorithm is used for initialization. The stator flux vector and electromagnetic torque are acquired accurately by the parameter estimator once the instants are detected. This function can make induction motor operate well in low region and can optimize the inverter control strategy. The simulation results show that the proposed method can efficiently reduce the torque ripple and current ripple.

Citation Download Citation

Hua Liu, Hong Zhang, and Aili Qin "Analytical investigation of torque and flux ripple in induction motor control scheme using wavelet network", Proc. SPIE 7129, Seventh International Symposium on Instrumentation and Control Technology: Optoelectronic Technology and Instruments, Control Theory and Automation, and Space Exploration, 712912 (13 October 2008); https://doi.org/10.1117/12.807381

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