A Collaboration Scheme for Controlling Multimanipulator System: A Game-Theoretic Perspective

被引:7
|
作者
Zhang, Jiazheng [1 ]
Jin, Long [1 ]
Wang, Yang [2 ]
Yang, Chenguang [3 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou 730000, Peoples R China
[2] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400000, Peoples R China
[3] Univ West England, Bristol Robot Lab, Bristol BS16 1QY, Avon, England
基金
中国国家自然科学基金;
关键词
Manipulators; Task analysis; Robots; Indexes; Collaboration; Trajectory; Neural networks; Distributed control; hybrid multiobjective optimization; neural networks; redundancy resolution; REDUNDANT ROBOT MANIPULATORS; KINEMATIC CONTROL; NEURAL-NETWORK; TRACKING; SERIAL; COORDINATION; DESIGN;
D O I
10.1109/TMECH.2022.3193136
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In some task-oriented multimanipulator applications, the system not only needs to complete the main assigned tasks, but also should optimize some subobjectives. In order to tap the redundancy potential of individual manipulators and improve the performance of the system, a hybrid multiobjective optimization solution with robustness is proposed in accordance with the realistic execution requirements of the tasks. The entire control scheme is designed from the perspective of the Nash game and further refined into a problem to determine the Nash equilibrium point. Furthermore, a neural-network-assisted model is established to seek the best response of each manipulator to others. Theoretical analysis provides support for proving the convergence and robustness of the model. Finally, the feasibility of the control design is illustrated by simulation studies of the multimanipulator system.
引用
收藏
页码:128 / 139
页数:12
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