Fuzzy-sliding model reference learning control of inverted pendulum with big bang - Big crunch optimization method

M. Aliasghary*, I. Eksin, M. Guzelkaya

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

5 Citations (Scopus)

Abstract

In this paper, a fuzzy-sliding model reference learning controller is proposed in which optimal scaling factors are assigned for the fuzzy sliding mode controllers. As the name of this study suggest the method is a breeding or hybrid combination of the fuzzy-sliding mode control (FSMC) and fuzzy model reference learning control (FMRLC) which inherits the benefits of these two methods. The main advantage of the proposed controller is that the number of rules has been reduced dramatically in comparison with the traditional FMRLC since fuzzy-sliding mode controllers are invoked in place of standard fuzzy logic controllers. The input and output scaling factors of fuzzy sliding mode controllers are adjusted using big bang - big crunch optimization method to provide an optimal result. The simulations for the proposed method are done on the inverted pendulum system. The results of these simulations demonstrate that the FS-MRLC achieves a robust performance with minimum number of fuzzy rules.

Original languageEnglish
Title of host publicationProceedings of the 2011 11th International Conference on Intelligent Systems Design and Applications, ISDA'11
Pages380-384
Number of pages5
DOIs
Publication statusPublished - 2011
Event2011 11th International Conference on Intelligent Systems Design and Applications, ISDA'11 - Cordoba, Spain
Duration: 22 Nov 201124 Nov 2011

Publication series

NameInternational Conference on Intelligent Systems Design and Applications, ISDA
ISSN (Print)2164-7143
ISSN (Electronic)2164-7151

Conference

Conference2011 11th International Conference on Intelligent Systems Design and Applications, ISDA'11
Country/TerritorySpain
CityCordoba
Period22/11/1124/11/11

Keywords

  • Adaptive Control
  • Big Bang-Big Crunch
  • Fuzzy Control
  • Fuzzy Model Reference Learning
  • Sliding Mode Control

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