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  • 标题:Autonomous path planning solution for industrial robot manipulator using backpropagation algorithm:
  • 本地全文:下载
  • 作者:PeiJiang Yuan ; Feng Su ; ZhenYun Shi
  • 期刊名称:Advances in Mechanical Engineering
  • 印刷版ISSN:1687-8140
  • 电子版ISSN:1687-8140
  • 出版年度:2015
  • 卷号:7
  • 期号:12
  • 页码:1-9
  • DOI:10.1177/1687814015619768
  • 语种:English
  • 出版社:Sage Publications Ltd.
  • 摘要:Here, we propose an autonomous path planning solution using backpropagation algorithm. The mechanism of movement used by humans in controlling their arms is analyzed and then applied to control a robot manipulator. Autonomous path planning solution is a numerical method. The model of industrial robot manipulator used in this article is a KUKA KR 210 R2700 EXTRA robot. In order to show the performance of the autonomous path planning solution, an experiment validation of path tracking is provided. Experiment validation consists of implementation of the autonomous path plan?ning solution and the control of physical robot. The process of converging to target solution is provided. The mean abso?lute error of position for tool center point is also analyzed. Comparison between autonomous path planning solution and the numerical methods based on Newton–Raphson algorithm is provided to demonstrate the efficiency and accu?racy of the autonomous path planning solution.
  • 关键词:Industrial engineering; robotics; kinematics; inverse analysis; numerical analysis
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