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Evolutionary algorithm-based formation control and collision avoidance for multiple mobile robots

机译:基于进化算法的多个移动机器人的形成控制和碰撞避免

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In this paper, we propose a novel evolutionary algorithm(EA)-based formation control with collision avoidance for nonholonomic mobile robots. In most conventional approaches, multi-robot formation control problem with collision avoidance can be formulated as a constrained nonlinear optimization problem in model predictive control (MPC) framework. The conventional approaches, therefore, suffer from the computational complexity problem corresponding to an increase in the number of constraints. To address this problem, a novel collision avoidance strategy is proposed incorporating a particle swarm optimization (PSO), which is one of the EAs. Numerical simulations verify the effectiveness of the proposed approach.
机译:在本文中,我们提出了一种新的进化算法(EA)基础的形成控制,对非完整移动机器人的碰撞避免。在大多数传统方法中,可以将避免碰撞的多机器人形成控制问题作为模型预测控制(MPC)框架中的受限非线性优化问题。因此,传统方法遭受对应于约束数量的增加对应的计算复杂性问题。为了解决这个问题,提出了一种新的碰撞避免策略,包括粒子群优化(PSO),这是一个EAS之一。数值模拟验证了所提出的方法的有效性。

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