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首页> 外文期刊>The Open Automation and Control Systems Journal >Path Planning and Obstacle Avoidance for Mobile Robots in a Dynamic Environment
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Path Planning and Obstacle Avoidance for Mobile Robots in a Dynamic Environment

机译:动态环境中移动机器人的路径规划和避障

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摘要

Because traditional obstacle avoidance path planning methods have a lot of problems, such as large amount ofcalculation, low efficiency, poor optimization capability, and lack of dealing with dynamic obstacles, a new method whichimplements real-time path planning of mobile robot is presented. The method builds a neural network model for the robotworkspace, and then it uses the model to obtain the relationship between the dynamic obstacles and the network output. Itcan choose the local optimal collision-free path by the path planning in a dynamic environment (PPIDE) algorithm to findthe path between two points for dealing with obstacles. The proposed method is suitable for dynamic environment whereboth linear and planar obstacles exist. Simulation results prove its effectiveness.
机译:由于传统的避障路径规划方法存在计算量大,效率低,优化能力差,缺乏动态障碍处理等问题,因此提出了一种实现移动机器人实时路径规划的新方法。该方法为机器人工作空间建立了神经网络模型,然后使用该模型获得动态障碍物与网络输出之间的关系。它可以通过在动态环境(PPIDE)算法中进行路径规划来选择局部最优无碰撞路径,以找到用于处理障碍物的两点之间的路径。该方法适用于同时存在线性和平面障碍物的动态环境。仿真结果证明了其有效性。

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