Multiple model adaptive control with safe switching

Brian D.O. Anderson, Thomas Brinsmead, Daniel Liberzon, A. Stephen Morse

Research output: Contribution to journalArticle

Abstract

The purpose of this paper is to marry the two concepts of multiple model adaptive control and safe adaptive control. In its simplest form, multiple model adaptive control involves a supervisor switching among one of a finite number of controllers as more is learnt about the plant, until one of the controllers is finally selected and remains unchanged. Safe adaptive control is concerned with ensuring that when the controller is changed in an adaptive control algorithm, the frozen plant-controller combination is never (closed-loop) unstable. This is a non-trivial task since by definition of an adaptive control problem, the plant is not fully known. The proposed solution method involves a frequency-dependent performance measure and employs the Vinnicombe metric. The resulting safe switching guarantees depend on the extent to which a closed-loop transfer function can be accurately identified.

Original languageEnglish (US)
Pages (from-to)445-470
Number of pages26
JournalInternational Journal of Adaptive Control and Signal Processing
Volume15
Issue number5
DOIs
StatePublished - Aug 1 2001
Externally publishedYes

Keywords

  • Adaptive control
  • Model reference control
  • Stability properties
  • Switching algorithms

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Signal Processing
  • Electrical and Electronic Engineering

Fingerprint Dive into the research topics of 'Multiple model adaptive control with safe switching'. Together they form a unique fingerprint.

Cite this