Coordinated Motion Planning of Dual-arm Space Robot with Deep Reinforcement Learning

Author(s):  
Mengying Tang ◽  
Xiaofei Yue ◽  
Zhan Zuo ◽  
Xiaoping Huang ◽  
Yanfang Liu ◽  
...  
2020 ◽  
Vol 53 (2) ◽  
pp. 9820-9825
Author(s):  
Min Yu ◽  
Jianjin Luo ◽  
Mingming Wang ◽  
Dengwei Gao

2020 ◽  
Vol 177 ◽  
pp. 627-638
Author(s):  
Shuji Yang ◽  
Hao Wen ◽  
Yunhao Hu ◽  
Dongping Jin

2017 ◽  
Vol 14 (3) ◽  
pp. 1554-1562 ◽  
Author(s):  
Yicheng Liu ◽  
Jinyuan Sheng ◽  
Kedi Xie ◽  
Tao Zhang
Keyword(s):  

Robotica ◽  
2011 ◽  
Vol 30 (5) ◽  
pp. 755-771 ◽  
Author(s):  
Wenfu Xu ◽  
Yu Liu ◽  
Yangsheng Xu

SUMMARYIn this paper, autonomous motion control approaches to generate the coordinated motion of a dual-arm space robot for target capturing are presented. Two typical cases are studied: (a) The coordinated dual-arm capturing of a moving target when the base is free-floating; (b) one arm is used for target capturing, and the other for keeping the base fixed inertially. Instead of solving all the variables in a unified differential equation, the solution equation of the first case is simplified into two sub-equations and practical methods are used to solve them. Therefore, the computation loads are largely reduced, and feasible trajectories can be determined. For the second case, we propose to deal with the linear and angular momentums of the system separately. The linear momentum conservation equation is used to design the configuration and the mounted pose of a balance arm to keep the inertial position of the base's center of mass, and the angular momentum conservation equation is used to estimate the desired momentum generated by the reaction wheels for maintaining the inertial attitude of the base. Finally, two typical tasks are simulated. Simulation results verify the corresponding approaches.


2021 ◽  
pp. 106861
Author(s):  
Xiangkai Ouyang ◽  
Deshan Meng ◽  
Xueqian Wang ◽  
Chengjiang Wang ◽  
Bin Liang ◽  
...  

2019 ◽  
Vol 16 (5) ◽  
pp. 172988141987234 ◽  
Author(s):  
Chunting Jiao ◽  
Jun Yang ◽  
Xueqian Wang ◽  
Bin Liang

To overcome the problem of dynamics coupling between a space robot and a target satellite, this study introduces a new coordinated motion control approach with an adaptive filtering algorithm for a dual-arm free-floating space robot. Based on the reaction null space control scheme, one arm is used to complete the capture task and the other to counteract disturbance to the space base. However, when space robot captures a noncooperative target, the system may experience abrupt changes in dynamic parameters and output measurement noise, which can cause traditional control methods to achieve poor results in practical applications. Thus, an adaptive filtering algorithm with a variable forgetting factor is proposed to improve the tracking capabilities and robustness of the system. The convergence analysis is performed based on a Lyapunov function. The simulation results demonstrate the effectiveness of the proposed algorithm.


2021 ◽  
Vol 109 ◽  
pp. 106446
Author(s):  
Yinkang Li ◽  
Xiaolong Hao ◽  
Yuchen She ◽  
Shuang Li ◽  
Meng Yu

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