{"title":"A Fault Tolerant adaptive control for robot manipulators","authors":"G. Muscio, F. Pierri","doi":"10.1109/ROBIO.2012.6491212","DOIUrl":null,"url":null,"abstract":"A Fault Tolerant adaptive control for a robotic manipulator with fault affecting the joint actuators is presented. First, in order to achieve a proper detection and isolation of the fault, an observer based scheme for fault diagnosis is developed. Then, an inverse dynamics robust controller is reconfigured in such a way to include an adaptive term, depending on the isolated fault. The model uncertainties are explicitly taken into account and estimated via an off-line-trained Support Vector Machine. Finally, simulation results are presented in order to prove the effectiveness of the approach.","PeriodicalId":426468,"journal":{"name":"2012 IEEE International Conference on Robotics and Biomimetics (ROBIO)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 IEEE International Conference on Robotics and Biomimetics (ROBIO)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ROBIO.2012.6491212","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
A Fault Tolerant adaptive control for a robotic manipulator with fault affecting the joint actuators is presented. First, in order to achieve a proper detection and isolation of the fault, an observer based scheme for fault diagnosis is developed. Then, an inverse dynamics robust controller is reconfigured in such a way to include an adaptive term, depending on the isolated fault. The model uncertainties are explicitly taken into account and estimated via an off-line-trained Support Vector Machine. Finally, simulation results are presented in order to prove the effectiveness of the approach.