Title :
Study on multiple resonant points control strategy of contactless power transfer system using neural network
Author :
Sun, Yue ; Li, Yan Ling ; Dai, Xin ; Su, Yu Gang ; Tang, Chun Sen
Author_Institution :
Coll. of Autom., Chongqing Univ., Chongqing, China
Abstract :
This paper presents a power control strategy based on multi-resonant operating points, which is realized by multilayer feedforward neural network applying back-propagation algorithm. The full-bridge contactless power transfer system and magnetizing current of the transmitter on primary side are respectively used as research object and control variable. After batch-learning and training, the converged network determines alternating operating duty cycle of each resonant operating point in one cycle. By controlling magnetizing current, it can fulfill the dynamic regulation of transmission power, and increase the energy transfer efficiency. Simulation results show that in the control strategy, magnetizing current on the primary side can be stabilized at any set value for given range, and system has some disturbance restraint performance, satisfied with contactless power transfer system control demands.
Keywords :
backpropagation; control engineering computing; electric current control; multilayer perceptrons; power system control; backpropagation algorithm; batch learning; energy transfer efficiency; full bridge contactless power transfer system; magnetizing current control; multilayer feedforward neural network; multiple resonant points control strategy; power control strategy; transmission power dynamic regulation; Artificial neural networks; Automation; Feedforward neural networks; MATLAB; Magnetic multilayers; Magnetic resonance; Nonhomogeneous media; back-propagation algorithm; contactless power transfer; multi-resonant operating points; multilayer feedforward; neural network;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2010 8th World Congress on
Conference_Location :
Jinan
Print_ISBN :
978-1-4244-6712-9
DOI :
10.1109/WCICA.2010.5554952