Approximating an optimal feedback control law by a generalized Sugeno controller

A. Homaifar, M. Bikdash, C. Clifton

Research output: Contribution to journalArticlepeer-review

Abstract

This paper proposes an approach to implement optimal control laws of nonlinear systems in real time. Our methodology does not require solving two-point boundary-value problems on-line and may not require it off-line either. The optimal control law is learned using a generalized Sugeno controller (GSC) from a family of optimal trajectories. We compare the trajectories generated by the GSC and the trajectories yielded by the optimal feedback control law when applied to Zermelo's ship steering problem.

Original languageEnglish
Pages (from-to)39-57
Number of pages19
JournalFuzzy Sets and Systems
Volume121
Issue number1
DOIs
StatePublished - Jul 1 2001
Externally publishedYes

Keywords

  • Approximate fuzzy logic
  • Optimal control
  • Sugeno engines

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