Title :
Neural network based parameters identification and adaptive speed control of AC drive system
Author :
Wanglei ; Yunshi, Xiao ; Qidi, Wu ; Guoxing, Zhou
Author_Institution :
Dept. of Electr., Tongji Univ., Shanghai, China
Abstract :
In this paper, a Hopfield neural network (HNN) based open-loop and closed-loop AC drive system parameter identification scheme is derived. Then an autotuned AC drive system which has the ability of online parameter tracking is designed. Simulation results have proved the validity of the HNN based AC drive system identification scheme and its adaptive control
Keywords :
AC motor drives; Hopfield neural nets; adaptive control; neurocontrollers; parameter estimation; velocity control; AC drive system; Hopfield neural network; adaptive speed control; autotuned AC drive system; closed-loop parameter identification; neural network based parameter identification; online parameter tracking; open-loop parameter identification; Adaptive control; Control systems; Induction motors; Neural networks; Neurons; Parameter estimation; Programmable control; Rotors; Torque; Velocity control;
Conference_Titel :
Industrial Technology, 1996. (ICIT '96), Proceedings of The IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
0-7803-3104-4
DOI :
10.1109/ICIT.1996.601553
