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Force Based Skill Learning for Robot Tasks in Contact Conditions

Force Based Skill Learning for Robot Tasks in Contact Conditions
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摘要 To acquire human operation skill based on force sense, element contact form (ECF) is proposed to describe contact condition firstly. The skill is modeled as a sequence of discrete ECFs. Since different ECF has different force distribution, a support vector machine classifier is built to identify the contact conditions according to the force signal. Finally, the robot can obtain the skill from the human demonstration. To acquire human operation skill based on force sense, element contact form (ECF) is proposed to describe contact condition firstly. The skill is modeled as a sequence of discrete ECFs. Since different ECF has different force distribution, a support vector machine classifier is built to identify the contact conditions according to the force signal. Finally, the robot can obtain the skill from the human demonstration.
出处 《Journal of Beijing Institute of Technology》 EI CAS 2004年第2期220-224,共5页 北京理工大学学报(英文版)
基金 SponsoredbyNational"863"ProgramProject ( 863 5 12 972 0 0 4)
关键词 ROBOT contact state support vector machine (SVM) programming by demonstration (PBD) robot contact state support vector machine (SVM) programming by demonstration (PBD)
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参考文献8

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