群体行为
计算机科学
避碰
控制理论(社会学)
理论(学习稳定性)
领域(数学)
控制器(灌溉)
碰撞
势场
国家(计算机科学)
拓扑(电路)
控制(管理)
算法
人工智能
数学
机器学习
纯数学
组合数学
地质学
农学
生物
计算机安全
地球物理学
作者
Tao Zhang,Dianbiao Dong,Zhize Du,Long Jia,Dengxiu Yu,Zhen Wang,C. L. Philip Chen
标识
DOI:10.1016/j.engappai.2023.106567
摘要
In this paper, an improved artificial potential field (APF) method with predictive state is proposed to reduce the influence of communication delay and physical delay on swarm control. The input threshold is introduced to optimize the problem of excessive APF method control input. The control of large-scale swarm systems is challenging due to the complexity of the communication topology. The second-order communication topology is introduced to simplify the coupling relationship of the system. The collision avoidance and formation maintenance control of the swarm system is realized by setting the collision avoidance and formation maintenance potential functions. Based on the proposed improved artificial potential field method, a new distributed controller for swarm system is designed and its stability is analyzed. Numerical simulations are conducted to prove the effectiveness of the proposed strategy.
科研通智能强力驱动
Strongly Powered by AbleSci AI