DocumentCode :
3455670
Title :
Semi-active vibration isolation control using dual heuristic dynamic programming
Author :
Yang, Tao ; Ma, Jia ; Hou, Zeng-Guang ; Tan, Min
Author_Institution :
Key Lab. of Complex Syst. & Intell. Sci. Inst. of Autom., Chinese Acad. of Sci., Beijing
fYear :
2007
fDate :
15-18 Dec. 2007
Firstpage :
2294
Lastpage :
2299
Abstract :
This paper presents the design of an optimal controller which is applied to control the actuator force of the semi-active vibration isolator in order to suppress vibration effectively. The controller design technique is based on dual heuristic dynamic programming (DHP), which is one of the structures in adaptive dynamic programming (ADP). Least mean square (LMS) algorithm is applied to the learning rules of the action network and the critic network. The update equations for the weights based on backpropagation algorithm are illustrated in detail. 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, compared with the passive system, the semi- active vibration isolator can significantly improve the system´s performances in acceleration, velocity and displacement.
Keywords :
least mean squares methods; optimal control; vibration isolation; adaptive dynamic programming; backpropagation algorithm; dual heuristic dynamic programming; least mean square algorithm; optimal controller design; semi-active vibration isolation control; Actuators; Adaptive control; Backpropagation algorithms; Dynamic programming; Force control; Isolators; Least squares approximation; Optimal control; Programmable control; Vibration control; Adaptive dynamic programming (ADP); dual heuristic dynamic programming (DHP); optimal control; vibration isolator;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Biomimetics, 2007. ROBIO 2007. IEEE International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-1-4244-1761-2
Electronic_ISBN :
978-1-4244-1758-2
Type :
conf
DOI :
10.1109/ROBIO.2007.4522528
Filename :
4522528
Link To Document :
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