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[期刊论文]

Collision avoidance and compliance reinforcement learning control for space robot with spring-damper buffer device capturing satellite [含弹簧阻尼缓冲机构空间机器人捕获卫星操作的避撞柔顺强化学习控制]

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author:

Zhu, A. (Zhu, A..) [1] | Chen, L. (Chen, L..) [2]

Indexed by:

Scopus PKU CSCD

Abstract:

In order to protect joints from impact damage during the process of space robot capturing satellite, a springdamper buffer device is designed between joint motor and manipulator. The device can not only use spring to achieve the compliance during the capture operation, use damper to absorb impact energy and suppress flexible vibration; but also limit the joint's impact torque to a safe range through reasonable and coordinated design the collision avoidance and compliance strategy. First of all, the dynamic models of space robot and satellite at collision time are derived by using Lagrange function based on dissipation theory and Newton-Euler function respectively. After that, combined with Newton's third law, velocity and position constraints of capture points constraints of bodies, the dynamic model of hybrid system after capture is obtained, the impact effect and impact force are calculated based on momentum conservation. Finally, a collision avoidance and compliance reinforcement learning control strategy with buffer device is proposed. The penalty signal is obtained by trial-and-error interaction with dynamic environment, be used to optimize the controller to stabilize the instability hybrid system. The stability of the system is proved by Lyapunov theorem, and the impact resistance of the device and the effectiveness of the proposed strategy are verified by numerical simulation. © 2020, Editorial Department of Control Theory & Applications South China University of Technology. All right reserved.

Keyword:

Collision avoidance and compliance strategy; Impact effect; Reinforcement learning; Space robot; Spring-damper buffer device

Community:

  • [ 1 ] [Zhu, A.]School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou, Fujian 350116, China
  • [ 2 ] [Chen, L.]School of Mechanical Engineering and Automation, Fuzhou University, Fuzhou, Fujian 350116, China

Reprint 's Address:

  • [Chen, L.]School of Mechanical Engineering and Automation, Fuzhou UniversityChina

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Source :

Control Theory and Applications

ISSN: 1000-8152

Year: 2020

Issue: 8

Volume: 37

Page: 1727-1736

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

30 Days PV: 2

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