Design of Fuzzy Control for Nonlinear System based on Improved Social Spider Optimal Algorithm

Yu Ting Su, Ming Che Chung, Tzuu Hseng S. Li

研究成果: Conference contribution

摘要

This paper proposes an improved social spider algorithm to enable the particles of the original algorithm to move intelligently in the evolving process for almost all benchmark functions. In order to enhance the convergence rate and searching capability of the original social spider algorithm, the tent map control is adopted for the neighbor search of male spiders and the mating operator is presented to obtain better search capability and convergence rate. The experimental results show that the method proposed in this paper can uplift the algorithm performance and avoid falling into locally optimal solution in comparison with other algorithms. Finally, the improved algorithm has been applied to a nonlinear system to design a best fuzzy PID controller.

原文English
主出版物標題2019 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2019
發行者Institute of Electrical and Electronics Engineers Inc.
頁面237-242
頁數6
ISBN(電子)9781728108407
DOIs
出版狀態Published - 2019 十一月
事件2019 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2019 - New Taipei City, Taiwan
持續時間: 2019 十一月 72019 十一月 10

出版系列

名字2019 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2019

Conference

Conference2019 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2019
國家Taiwan
城市New Taipei City
期間19-11-0719-11-10

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computational Theory and Mathematics
  • Computer Science Applications
  • Statistics, Probability and Uncertainty
  • Control and Optimization
  • Logic

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  • 引用此

    Su, Y. T., Chung, M. C., & Li, T. H. S. (2019). Design of Fuzzy Control for Nonlinear System based on Improved Social Spider Optimal Algorithm. 於 2019 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2019 (頁 237-242). [9066265] (2019 International Conference on Fuzzy Theory and Its Applications, iFUZZY 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/iFUZZY46984.2019.9066265