{"title":"An Inversion-Based Neuro-Controller for Robot Manipulators","authors":"Rashmi Ugarakhod, Serena Abraham, K. George","doi":"10.1109/ICC47138.2019.9123176","DOIUrl":null,"url":null,"abstract":"Neuro-controllers that are applicable to a wider range of dynamical systems are the focus of this paper. The proposed controllers are inversion-based wherein the inverse of the dynamical system is modelled using a feedforward neural network with a single hidden layer and trained with the online sequential learning algorithm. We demonstrate that the proposed controller is applicable to both single- and twolink robot manipulators, and is able to handle flexible joints and unmodelled dynamics.","PeriodicalId":231050,"journal":{"name":"2019 Sixth Indian Control Conference (ICC)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 Sixth Indian Control Conference (ICC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICC47138.2019.9123176","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Neuro-controllers that are applicable to a wider range of dynamical systems are the focus of this paper. The proposed controllers are inversion-based wherein the inverse of the dynamical system is modelled using a feedforward neural network with a single hidden layer and trained with the online sequential learning algorithm. We demonstrate that the proposed controller is applicable to both single- and twolink robot manipulators, and is able to handle flexible joints and unmodelled dynamics.