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
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