Adaptive leader-following formation control with collision avoidance for a class of second-order nonlinear multi-agent systems

被引:114
|
作者
Shi, Quan [1 ]
Li, Tieshan [1 ]
Li, Jingqi [1 ]
Chen, C. L. Philip [1 ,2 ]
Xiao, Yang [3 ]
Shan, Qihe [1 ]
机构
[1] Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China
[2] Univ Macau, Fac Sci & Technol, Dept Comp & Informat Sci, Macau 999078, Peoples R China
[3] Univ Alabama, Dept Comp Sci, Tuscaloosa, AL 35487 USA
基金
中国国家自然科学基金;
关键词
Formation control; Collision avoidance; Second-order nonlinear multi-agent systems; Artificial potential field method; Neural-network;
D O I
10.1016/j.neucom.2019.03.045
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Combined with artificial potential field (APF) method, an adaptive leader-following formation control with collision avoidance strategy is developed for a class of second-order nonlinear multi-agent systems. Since nonlinear dynamic systems contain the inherent complexities and uncertainties, most formation control with collision avoidance objectives are focused on linear multi-agent systems. In order to solve the problems of unknown nonlinear dynamics, neural network (NN) is employed in the proposed formation protocol design. In any formation control, the higher probability of collision among agents is taken place in the initial stage. The proposed method effectively solves the problems by integrating APF method into leader-following formation strategy. Based on the Lyapunov stability theory and graph theory, the second-order nonlinear multi-agent systems can achieve an ideal formation pattern with the collision avoidance performance. The numerical simulations are carried out to further verify the performance of the proposed algorithm. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:282 / 290
页数:9
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