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  • 标题:Safe Adaptation with Multiplicative Uncertainties Using Robust Safe Set Algorithm
  • 本地全文:下载
  • 作者:Charles Noren ; Weiye Zhao ; Changliu Liu
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2021
  • 卷号:54
  • 期号:20
  • 页码:360-365
  • DOI:10.1016/j.ifacol.2021.11.200
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractMaintaining safety under adaptation has long been considered to be an important capability for autonomous systems. As these systems estimate and change the ego-model of the system dynamics, questions regarding how to develop safety guarantees for such systems continue to be of interest. We propose a novel robust safe control methodology that uses set-based safety constraints to make a robotic system with dynamical uncertainties safely adapt and operate in its environment. The method consists of designing a scalar energy function (safety index) for an adaptive system with parametric uncertainty and an optimization-based approach for control synthesis. Simulation studies on a two-link manipulator are conducted and the results demonstrate the e↵ectiveness of our proposed method in terms of generating provably safe control for adaptive systems with parametric uncertainty.
  • 关键词:KeywordsSafe ControlSafe Adaptation under UncertaintyAdaptive Control
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