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  • 标题:Adaptive Control of Robotic Manipulators using Deep Neural Networks
  • 本地全文:下载
  • 作者:Irfan Ganie ; S. Jagannathan
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2022
  • 卷号:55
  • 期号:15
  • 页码:148-153
  • DOI:10.1016/j.ifacol.2022.07.623
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractIn this paper, we present a lifelong deep learning-based control of robotic manipulators with nonstandard adaptive laws using singular value decomposition (SVD) based direct tracking error driven (DTED) approach. Moreover, we incorporate concurrent learning (CL) to relax persistency of excitation condition and elastic weight consolidation (EWC) for lifelong learning on different tasks in the adaptive laws. Simulation results confirm theoretical conclusions.
  • 关键词:KeywordsSVDdeep neural networkselastic weight consolidationconcurrent learninglifelong learning
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