DocumentCode :
2706168
Title :
Heuristic dynamic programming for semi-active control of vibration isolation
Author :
Yang, Tao ; Ma, Jia ; Hou, Zeng-Guang ; Tan, Min ; Yang, JianZhong
Author_Institution :
Inst. of Autom., Chinese Acad. of Sci., Beijing
fYear :
2008
fDate :
21-24 April 2008
Firstpage :
1
Lastpage :
6
Abstract :
Vibration isolation controllers are used to suppress undesirable disturbance in order to guarantee better performance in many industrial and scientific domains. To overcome the drawbacks of the conventional passive systems, a novel design based on the action dependent heuristic dynamic programming (ADHDP) is addressed in this paper for the semi-active vibration isolator. ADHDP, derived from dynamic programming, is adopted in the design of a nonlinear optimal vibration controller. This approach is the simplest category of adaptive critic designs (ACDs) which are very efficient to solve a class of nonlinear optimal control problems. Only two subnetworks are involved in ADHDP, namely the action network and the critic network. Least mean square (LMS) algorithm with variable learning rate is applied to the adaptation of these two networks. A single-stage training process is also demonstrated as a useful training strategy. Two types of vibrations are utilized to verify the effectiveness of this control design. Simulation results show that the semi-active vibration isolator is able to reduce the influence of the vibration excitation to the payload significantly in comparison with the passive system.
Keywords :
adaptive control; control system synthesis; dynamic programming; least mean squares methods; nonlinear control systems; optimal control; vibration isolation; action dependent heuristic dynamic programming; action network; adaptive critic designs; critic network; least mean square algorithm; nonlinear optimal control problems; nonlinear optimal vibration controller design; semi-active control; semi-active vibration isolator; single-stage training process; variable learning rate; vibration excitation; vibration isolation controllers; Adaptive control; Control design; Dynamic programming; Electrical equipment industry; Industrial control; Isolators; Least squares approximation; Optimal control; Programmable control; Vibration control; Adaptive critic designs (ACDs); action dependent heuristic dynamic programming (ADHDP); optimal control; vibration isolator;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Technology, 2008. ICIT 2008. IEEE International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-1705-6
Electronic_ISBN :
978-1-4244-1706-3
Type :
conf
DOI :
10.1109/ICIT.2008.4608466
Filename :
4608466
Link To Document :
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