Title :
Efficient-Optimization Strategy Based on Back Propagation for Vector Controlled PMSM Drives
Author :
Sun, Detian ; Zhu, Jian
Author_Institution :
Sch. of Inf. Sci. & Eng., Shenyang Ligong Univ., Shenyang, China
Abstract :
An efficiency optimization vector control scheme based on back propagation (BP) is presented in this paper. The controller is designed to generate d-axes currents command and q-axes currents command simultaneously. In order to achieve a robust BP efficiency optimization vector control from variation of motor parameters, an online learning algorithm is employed. Results of experiments are provided to demonstrate the effectiveness of the proposed method.
Keywords :
backpropagation; machine control; optimisation; permanent magnet motors; synchronous motor drives; back propagation; d-axes currents command; efficient optimization strategy; q-axes currents command; vector controlled PMSM drives; Electric resistance; Equivalent circuits; Fuzzy logic; Hybrid electric vehicles; Induction motors; Iron; Machine vector control; Neural networks; Robust control; Traction motors; PMSM; efficiency optimization; neural network;
Conference_Titel :
Intelligent Computation Technology and Automation (ICICTA), 2010 International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4244-7279-6
Electronic_ISBN :
978-1-4244-7280-2
DOI :
10.1109/ICICTA.2010.579
