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Robot path planning in dynamic environment based on reinforcement learning 被引量:3

Robot path planning in dynamic environment based on reinforcement learning
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摘要 Proposes an adaptive learning method based on reinforcement learning for robot path planning problem, which enables the robot to adaptively learn and perform effective path planning, to avoid the moving obstacles and reach the target. Thereby achieving automatic construction of path planning strategy and making the system adaptive to multi robots system dynamic environments, and concludes from computer simulation experiment that the method is powerful to solve the problem of multi robot path planning, and it is a meaningful try to apply reinforcement learning techniques in multi robot systems to develop the system’s intelligence degree. Proposes an adaptive learning method based on reinforcement learning for robot path planning problem, which enables the robot to adaptively learn and perform effective path planning, to avoid the moving obstacles and reach the target. Thereby achieving automatic construction of path planning strategy and making the system adaptive to multi robots system dynamic environments, and concludes from computer simulation experiment that the method is powerful to solve the problem of multi robot path planning, and it is a meaningful try to apply reinforcement learning techniques in multi robot systems to develop the system's intelligence degree.
出处 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2001年第3期253-255,共3页 哈尔滨工业大学学报(英文版)
关键词 reinforcement learning mobile robot path planning reinforcement learning mobile robot path planning
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参考文献5

  • 1MARCH J G,SPROULL L S,TAMUZ M.Learning from samples of one or fewer[].Organization Science.1991
  • 2MARSICK V.Learning in the Workplace[]..1987
  • 3RAM Ashwin,ARKIN Ronald,BOONE Gary,et al.Using genetic algorithms to learn reactive control parameters for autonomous robotic navigation[].Adaptive Behaviour.1994
  • 4COHEN W,LEVINTHAL D.Absorptive capacity: A new perspective on learning and innovation[].Administrative Science Quaterly.1990
  • 5DIXON N M.Action learning, action science and learning new skills[].Industrial & Commercial Training.1990

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