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Artificial Intelligence Algorithms in Behavioural Control of Wheeled Mobile Robots Formation

机译:轮式移动机器人编队行为控制中的人工智能算法

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The paper presents an innovative approach to the problem of the wheeled mobile robots formation behavioural control with use of artificial intelligence algorithms. The control task is solved by application of adaptive dynamic programming algorithms in the hierarchical control system, that generates the collision free trajectories in the unknown 2D environment for all agents in the formation, and realises generated trajectories using tracking control algorithms. The hierarchical control system consists of three layers: the trajectory generator, the wheeled mobile robots formation control system and tracking control systems for individual agents. The trajectory generator presents the new approach to the behavioural control, where one neural dynamic programming algorithm generates the behavioural control signals that make possible to compute the trajectory for realisation of the complex task, which is a composition of two individual behaviours: "goal-seeking"and "obstacle avoiding". Computer simulations have been conducted to illustrate the path planning process.
机译:本文提出了一种利用人工智能算法解决轮式移动机器人编队行为控制问题的创新方法。控制任务是通过在分层控制系统中应用自适应动态规划算法来解决的,该控制算法在未知的2D环境中为地层中的所有代理生成无碰撞轨迹,并使用跟踪控制算法实现生成的轨迹。分层控制系统包括三层:轨迹生成器,轮式移动机器人编队控制系统和单个代理的跟踪控制系统。轨迹生成器提供了行为控制的新方法,其中一种神经动态编程算法生成了行为控制信号,使得可以计算出实现复杂任务的轨迹,这是两个单独行为的组合:和“避免障碍”。已经进行了计算机模拟以说明路径规划过程。

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