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Motion Planning and Control of an Autonomous Mobile Robot

机译:自主移动机器人的运动规划与控制

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This paper introduces an efficient motion planning method for autonomous mobile robots, which is based on the rapidly exploring random tree (RRT) algorithm. RRT belongs to the class of sampling-based algorithm and is widely used to solve the motion path planning problem of mobile robots. In this context, a motion planning method for a differential driven mobile robot is discussed which includes an improved RRT variant with a closed loop postprocess for the generation of control sequence for the robot. The motion planning subsystem is integrated with the associated controller. The RRT based motion planning subsystem runs an onward simulation using a system model and the controller to determine the state trajectory. It uses the controller in two different ways: 1) To Eliminate the error in the position between reference and actual path 2) To eliminate the error in the orientation. It utilises a PI controller and a pure pursuit controller. Thus, the controller not only facilitates the execution of the motion plan but also ensures reduction in error in the predicted trajectory ensuring acceptable performance.
机译:本文介绍了一种基于快速探索随机树(RRT)算法的自主移动机器人有效的运动计划方法。 RRT属于基于采样的算法类别,被广泛用于解决移动机器人的运动路径规划问题。在本文中,讨论了一种用于差动驱动的移动机器人的运动计划方法,该方法包括改进的RRT变量,该变量具有闭环后处理,用于为机器人生成控制序列。运动计划子系统与关联的控制器集成在一起。基于RRT的运动计划子系统使用系统模型和控制器运行向前仿真,以确定状态轨迹。它以两种不同的方式使用控制器:1)消除参考路径与实际路径之间位置的误差2)消除方向误差。它利用了PI控制器和纯跟踪控制器。因此,控制器不仅促进运动计划的执行,而且确保减少预测轨迹中的误差,从而确保可接受的性能。

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