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Lunar rover's behavior fusion learning based on nonholonomic dynamics

  • Haining Pan*
  • , Pingyuan Cui
  • , Hehua Ju
  • *此作品的通讯作者
  • Beijing University of Technology
  • Harbin Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The behavior-based motion planning with nonholonomic constrains for lunar rovers is discussed in this paper. For each fuzzy behavior controller, the hybrid coordinate scheme which combines competition with cooperation is proposed to ensure both the robustness and optimization. Force and torque of the wheels are chosen as the output of fuzzy behavior. The on-line Q-learning is used to obtain the behavior's coordinate scheme, ant its output is an optimal solution within a behavior decision set which is obtained according to the outputs from each behavior controller. Maggi equations are introduced to formulate the rover's transfer under the learnt controls. Experiment results demonstrate the effectiveness of this method and traceability of the trajectory.

源语言英语
主期刊名Intelligent Robotics and Applications - First International Conference, ICIRA 2008, Proceedings
出版商Springer Verlag
689-698
页数10
版本PART 1
ISBN(印刷版)3540885129, 9783540885122
DOI
出版状态已出版 - 2008
已对外发布
活动1st International Conference on Intelligent Robotics and Applications, ICIRA 2008 - Wuhan, 中国
期限: 15 10月 200817 10月 2008

丛书

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
编号PART 1
5314 LNAI
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议1st International Conference on Intelligent Robotics and Applications, ICIRA 2008
国家/地区中国
Wuhan
时期15/10/0817/10/08

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