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Manipulator path planning by decomposition: algorithm and analysis | IEEE Journals & Magazine | IEEE Xplore

Manipulator path planning by decomposition: algorithm and analysis


Abstract:

Path planning is achieved by a special decomposition of the robot manipulator, an offline preprocessing stage, and a three phase online path planning scheme. The decompos...Show More

Abstract:

Path planning is achieved by a special decomposition of the robot manipulator, an offline preprocessing stage, and a three phase online path planning scheme. The decomposition consists of separating the robot into several chains where a chain is a combination of several consecutive links and joints. Preprocessing is performed by defining a set of postures for each chain and setting up a collision table which re-integrates the chains into the full robot and stores the collision states of various discretized robot configurations with the obstacles. Path planning using a local search is performed independently in joint subspaces associated with robot chains. The paths found for the chains are synthesized to obtain a collision-free path for the robot. This decomposition reduces the exponential growth of computation with robot degrees of freedom (DOF) to that of the much lower chain DOF. As a result, it is possible to achieve short planning times for practical robots operating in three-dimensional work spaces. Analysis of computation time and space of the proposed method are presented. Results supporting the analysis are provided for a large number of path-planning trials with two practical robots operating in relatively cluttered environments.
Published in: IEEE Transactions on Robotics and Automation ( Volume: 17, Issue: 6, December 2001)
Page(s): 842 - 856
Date of Publication: 06 August 2002

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I. Introduction

Motion planning is one of the most fundamental problems in robotics. The objective of motion planning is to break down a high-level task into low-level actuator commands. An important aspect of motion planning is path planning, which addresses the geometric concerns of robot motion without regard to time [21]. In this paper, we address the problem of moving a set of actuated and constrained robot links from a start configuration to a goal configuration in a static obstacle environment.

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