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Optimization of high speed robot motion by distance field

机译:距离场优化高速机器人运动

摘要

Problem to be solved: to solve the robot collision avoidance motion using the distance field constraint function.A CAD or sensor data representing an obstacle in a robot work space is converted into a voxel to generate a three-dimensional binary matrix of voxel occupancy.Next, the corresponding distance map matrix is calculated.Each cell of the distance map matrix includes a distance to the nearest occupied cell.The distance map matrix is used as a constraint function for the motion planning optimization problem.Here, the optimization problem is convex and then solved repeatedly to avoid the obstacle and to generate a robot motion profile which minimizes the objective function such as the travel distance.The distance field optimization technique is quickly calculated and has a computational time independent of the number of obstacles.The proposed optimization technology is simple because it is not necessary to create a geometric primitive for approximating the shape of the robot and the obstacle.Diagram
机译:要解决的问题:要解决使用距离场约束函数的机器人碰撞避免运动。CAD或传感器数据在机器人工作空间中表示障碍物被转换为voxel以生成Voxel占用的三维二进制矩阵.Next ,对应的遥控矩阵矩阵是计算的。距离图矩阵的小区包括与最近占用的小区的距离。距离图矩阵用作运动规划优化问题的约束函数。在,优化问题是凸的然后重复解决以避免障碍物并生成机器人运动轮廓,该机器人运动轮廓最小化诸如行驶距离的目标函数。距离场优化技术很快地计算并具有独立于障碍物的计算时间。所提出的优化技术是简单,因为没有必要创建一个几何原语,以近似机器人的形状和th e障碍.diagram.

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