Trajectory planning of manipulator for a hitting task with autonomous incremental learning | |
You CY(由畅宇); Han JD(韩建达)![]() | |
2007 | |
会议名称 | IEEE International Conference on Robotics and Biomimetics (ROBIO 2007) |
会议日期 | December 15-18, 2007 |
会议地点 | Sanya, China |
关键词 | manipulator trajectory planning genetic algorithm incremental learning |
页码 | 1446-1450 |
中文摘要 | A new approach based on genetic algorithm (GA) and autonomous mental development for trajectory planning of robot manipulator is presented in this paper. The trajectory for the manipulator is optimized by the GA. To make the trajectory planning used in real time application, a developmental learning algorithm is proposed to generate an incremental hierarchical discriminating regression (IHDR) tree to form the mapping from the state space to the action space. Just like the human brain from infancy to adulthood, the algorithm develops its cognitive and behavioral skills through online learning from the samples obtained from the GA-based method. When the IHDR tree is generated, it can perform the trajectory planning in real time by retrieving in its knowledge database. |
收录类别 | EI ; CPCI(ISTP) |
产权排序 | 1 |
会议主办者 | IEEE Robot & Automat Soc, Shandong Univ, Chinese Univ Hong Kong, Chiba Inst Technol, Robot Soc Japan, Soc Instrument & Control Engn, Japan Soc Mech Engn, ROBIO Fdn |
会议录 | 2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5
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会议录出版者 | IEEE |
会议录出版地 | NEW YORK |
语种 | 英语 |
ISBN号 | 978-1-4244-1761-2 |
WOS记录号 | WOS:000257065801086 |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/8931] ![]() |
专题 | 沈阳自动化研究所_机器人学研究室 |
推荐引用方式 GB/T 7714 | You CY,Han JD. Trajectory planning of manipulator for a hitting task with autonomous incremental learning[C]. 见:IEEE International Conference on Robotics and Biomimetics (ROBIO 2007). Sanya, China. December 15-18, 2007. |
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