Distributed model predictive control and virtual force obstacle avoidance for formation of nonholonomic agents

Adeleh Mohammadi, M. Menhaj, A. Doustmohammadi
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引用次数: 2

Abstract

In this paper, the problem of formation control for a group of nonholonomic mobile robots is presented. Obstacle avoidance is also included in the problem formulation using virtual force method. An objective function is minimized to develop a distributed constrained model predictive control law for a formation of unicycle mobile robots. In the leader-follower formation under consideration, a desired trajectory is given to the leader. The followers keep a specified distance and orientation while following the leader to keep a certain formation. All the agents in the formation avoid obstacles by producing a local virtual force with respect to their distance from the obstacle. Simulations for nonholonomic mobile robots formation with obstacle avoidance are performed to test the effectiveness of the proposed distributed predictive control.
非完整智能体形成的分布式模型预测控制与虚拟力避障
研究了一类非完整移动机器人的编队控制问题。利用虚力法将避障问题纳入问题的表述中。通过最小化目标函数,建立了单轮移动机器人编队的分布式约束模型预测控制律。在考虑的领导者-追随者群体中,给领导者一个期望的轨迹。追随者在跟随领导者的同时保持一定的距离和方向,以保持一定的队形。编队中的所有智能体通过产生一个相对于它们与障碍物的距离的局部虚拟力来避开障碍物。通过非完整移动机器人编队避障仿真,验证了分布式预测控制的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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