Title :
Parameter plane analysis of neurocontrol vehicle systems for limit cycle prediction
Author :
Wu, Bing-Fei ; Perng, Jau-Woei ; Lee, Tsu-Tian
Author_Institution :
Dept. of Electr. & Control Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
The main purpose of this paper is to predict the limit cycles of neurocontrol system with perturbed parameters by combining the approaches of stability equation, describing function and parameter plane. The neurocontroller is first linearized by using the describing function method. The stability of equivalent linearized system is then analyzed by using stability equations and the parameter plane method. According to this procedure, the amplitude and frequency of limit cycles can be figured out clearly in the parameter plane. Moreover, the limit cycle may be suppressed by adjusting the control parameters carefully. Finally, a vehicle model is illustrated to demonstrate its validity.
Keywords :
limit cycles; neurocontrollers; nonlinear dynamical systems; stability; control parameters; limit cycle prediction; neurocontrol vehicle systems; neurocontroller; nonlinear system; parameter plane analysis; parameter plane method; perturbed parameters; stability equation; Control system analysis; Control systems; Equations; Frequency; Limit-cycles; Neurocontrollers; Nonlinear control systems; Space technology; Stability analysis; Vehicles;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223784