机械臂路径规划:模糊推理系统的代价函数逼近

D. Szabó, E. Szádeczky-Kardoss
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引用次数: 2

摘要

提出了一种机器人在静态环境下的离线路径规划方法。该框架基于基于转换的快速探索随机树(T-RRT)算法,该算法对每种配置都需要一个代价。在这项工作中,这个代价函数的计算是基于导致碰撞的位置和构型之间的距离。用模糊函数逼近法对该函数进行了求解,得到了一种确定整个构形空间的成本的有效方法。该方法是通用的,唯一的限制是机器人的部分和障碍物被建模为凸多面体。以三菱RV-2F-Q机械手为对象,在MATLAB Simulink环境下进行仿真验证。
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Robotic manipulator path-planning: Cost-function approximation with fuzzy inference system
This paper presents an offline path-planning method for robotic manipulators in static environment. The framework is based on the Transition-based Rapidly-exploring Random Tree (T-RRT) algorithm that requires a cost for each configurations. In this work, the calculation of this cost-function is based on the distance between the position and configurations that cause collisions. This function is evaluated with fuzzy function-approximation which lead to an efficient way to determine the cost all over the configuration space. The method is general, the only restriction is that the segments of the robot and the obstacles are modelled as convex polyhedrons. The approach is validated through simulations in MATLAB Simulink environment with Mitsubishi RV-2F-Q manipulator.
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