{"title":"A comparison of learning-by-demonstration methods for force-based robot skills","authors":"Aljaz Kramberger","doi":"10.1109/RAAD.2014.7002256","DOIUrl":null,"url":null,"abstract":"Conventional programming techniques for robotic operations in unstructured environments are not suitable for human-like robot executions. In this paper we present a comparison of three different learning-by-demonstration techniques. A force-based representation of the learned data is presented and analyzed. The action to verify the experimental results can be related to Peg-in-Hole action. The results show which method is the most suitable to use for the specified task.","PeriodicalId":205930,"journal":{"name":"2014 23rd International Conference on Robotics in Alpe-Adria-Danube Region (RAAD)","volume":"85 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 23rd International Conference on Robotics in Alpe-Adria-Danube Region (RAAD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RAAD.2014.7002256","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Conventional programming techniques for robotic operations in unstructured environments are not suitable for human-like robot executions. In this paper we present a comparison of three different learning-by-demonstration techniques. A force-based representation of the learned data is presented and analyzed. The action to verify the experimental results can be related to Peg-in-Hole action. The results show which method is the most suitable to use for the specified task.