Finite-time adaptive control for the dual-arm space robots with uncertain kinematics, dynamics and deadzone nonlinearities

被引:5
|
作者
Zhan, Bowen [1 ]
Jin, Minghe [1 ]
Yang, Guocai [1 ]
Huang, Bincheng [2 ]
机构
[1] Harbin Inst Technol, State Key Lab Robot & Syst, 92 Xidazhi Rd, Harbin 150001, Peoples R China
[2] China Elect Technol Grp Corp, Key Lab Cognit & Intelligence Technol, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Dual-arm robot; RBF neural network; system uncertainties; deadzone inverse; finite-time convergence; ROBUST-CONTROL; MOTION CONTROL; FUZZY CONTROL; MANIPULATORS; SYSTEMS; OBSERVER;
D O I
10.1177/0954406221993839
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Dual-arm space robots are capable of load transporting and coordinated manipulation for on-orbit servicing. However, achieving the accurate trajectory tracking performance is a big challenge for dual-arm robots, especially when mechanical system uncertainties exist. This paper proposes an adaptive control scheme for the dual-arm space robots with grasped targets to accurately follow trajectories while stabilizing base's attitude in the presence of dynamic uncertainties, kinematic uncertainties and deadzone nonlinearities. An approximate Jacobian matrix is utilized to compensate the kinematic uncertainties, while a radial basis function neural network (RBFNN) with feature decomposition technique is employed to approximate the unknown dynamics. Besides, a smooth deadzone inverse is introduced to reduce the effects from deadzone nonlinearities. The adaption laws for the parameters of the approximate Jacobian matrix, RBFNN and the deadzone inverse are designed with the consideration of the finite-time convergence of trajectory tracking errors as well as the parameters estimation. The stability of the control scheme is validated by a defined Lyapunov function. Several simulations were conducted, and the simulation results verified the effectiveness of the proposed control scheme.
引用
收藏
页码:6435 / 6450
页数:16
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