Position/Force Control for a Dual-Arm Space Manipulator Gripping and Transporting an Unknown Target Without Grapple Fixtures

被引:3
|
作者
Wang, Mingchao [1 ]
Zong, Lijun [2 ]
Yuan, Jianping [1 ]
机构
[1] Northwestern Polytech Univ, Sch Astronaut, Natl Key Lab Aerosp Flight Dynam, Xian 710072, Peoples R China
[2] Northwestern Polytech Univ, Sch Mech Engn, Key Lab Aircraft High Performance Assembly, Minist Ind & Informat Technol, Xian 710072, Peoples R China
关键词
Aerospace electronics; Manipulator dynamics; Arms; Force; End effectors; Robot kinematics; Aerodynamics; Dual-arm space manipulator; force/position control; reinforcement learning; siding mode control; COORDINATED CONTROL; TRACKING CONTROL; ROBUST-CONTROL; MOTION CONTROL; ROBOT; FORMULATION; DYNAMICS; CAPTURE;
D O I
10.1109/TAES.2023.3341056
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This article proposes a position and force control method for a dual-arm space manipulator to grip and transport an unknown target without grapple fixtures. The hierarchical sliding mode controller drives the end-effectors to desired positions and attitudes in the workspace and limits the joints' displacements in certain ranges simultaneously, which has the advantage of avoiding self-collision and singularities. The force controller is designed based on reinforcement learning instead of modeling the dynamic contact process or the usage of the force senors, which regulates the contact force by training a proximal policy optimization agent to grip the unknown target without grapple fixtures during transportation. A physical simulation system is built for the dual-arm space manipulator operation system. Numerical simulations are carried out to verify the applicability and effectiveness of the proposed control method.
引用
收藏
页码:1770 / 1783
页数:14
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