{"title":"Skill acquisition and transfer system as approach to the intelligent assisting system-IAS","authors":"M. Buss, H. Hashimoto","doi":"10.1109/CCA.1993.348249","DOIUrl":null,"url":null,"abstract":"In this paper we propose a new forthcoming research topic, the Intelligent Assisting System-IAS. Using this system we are approaching identification and analysis of human manipulation skill to be used for intelligent human operator assistance. A manipulation skill database enables the IAS to perform complex manipulations on the motion control level. Through repeated interaction with the operator for unknown environment states, manipulation skill in the database can be increased online. A model for manipulation skill based on the grip transformation matrix is proposed, which describes the transformation between the object trajectory and contact conditions. We describe the experimental system setup of a skill acquisition and transfer system as a first approach to the IAS and some results confirming the calibration method of the developed sensor glove using an artificial neural network. A simple manipulation example shows the feasibility of the proposed manipulation skill model. Further this paper derives a control algorithm realizing object task trajectories and its efficiency is shown by simulation.<<ETX>>","PeriodicalId":276779,"journal":{"name":"Proceedings of IEEE International Conference on Control and Applications","volume":"29 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1993-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of IEEE International Conference on Control and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCA.1993.348249","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
Abstract
In this paper we propose a new forthcoming research topic, the Intelligent Assisting System-IAS. Using this system we are approaching identification and analysis of human manipulation skill to be used for intelligent human operator assistance. A manipulation skill database enables the IAS to perform complex manipulations on the motion control level. Through repeated interaction with the operator for unknown environment states, manipulation skill in the database can be increased online. A model for manipulation skill based on the grip transformation matrix is proposed, which describes the transformation between the object trajectory and contact conditions. We describe the experimental system setup of a skill acquisition and transfer system as a first approach to the IAS and some results confirming the calibration method of the developed sensor glove using an artificial neural network. A simple manipulation example shows the feasibility of the proposed manipulation skill model. Further this paper derives a control algorithm realizing object task trajectories and its efficiency is shown by simulation.<>