On application of grid point sampling and SVD consolidation approach

Yeung Yam, Wai Man Lee, Peter Baranyi

Research output: Contribution to journalConference article

1 Citation (Scopus)

Abstract

An approach of grid point sampling and SVD consolidation has been proposed recently for nonlinear plant modeling and control system design. The approach calls for generating the plant's linear approximations over a set of grid points in the domains of the state variables, and then conduct SVD consolidation to obtain a TS fuzzy model representation for the plant. Going a step further, grid point controllers may also be generated and then joined with the plant parameters for SVD reduction, thereby possibly resulting in new fuzzy structure over that of the original plant. Numerous works have been conducted for both cases. The present work aims to explore two outstanding issues regarding the approach. The first concerns its ability to extract inherent fuzzy structure of the plant, and the second studies the condition under which grid point controller design would maintain the fuzzy structure of the plant. We will use a simple numerical example to illustrate the key ideas.

Original languageEnglish
Pages (from-to)1057-1062
Number of pages6
JournalIEEE International Conference on Fuzzy Systems
Volume2
Publication statusPublished - Dec 1 2004
Event2004 IEEE International Conference on Fuzzy Systems - Proceedings - Budapest, Hungary
Duration: Jul 25 2004Jul 29 2004

ASJC Scopus subject areas

  • Software
  • Theoretical Computer Science
  • Artificial Intelligence
  • Applied Mathematics

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