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Simultaneous perturbation stochastic approximation based scaling factor tuning for 3-D fuzzy logic controller

  • Xianxia Zhang*
  • , Jingjing Qin
  • , Dongya Zhao
  • , Yi Zheng
  • , Chenkun Qi
  • , Guitao Cao
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Three-dimensional fuzzy logic controller (3-D FLC) is a new FLC which was developed recently for spatially-distributed systems. In this paper, we present a novel scaling factors online tuning method for 3-D FLC, which can improve the performance of the system without models. The simultaneous perturbation stochastic approximation (SPSA) optimization algorithm is used to adjust the scaling factors by using spatial performance criterion, which can offer a tradeoff between simplicity of implementation, speed of convergence and quality of the final solutions. A catalytic packed-bed reactor is presented as an example to demonstrate the effectiveness of the proposed method. The simulation results show that the system has a better performance and higher disturbance rejection ability by using proposed method.

源语言英语
主期刊名Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011
708-712
页数5
DOI
出版状态已出版 - 2011
活动2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11 - Shanghai, 中国
期限: 26 7月 201128 7月 2011

出版系列

姓名Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011
2

会议

会议2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11
国家/地区中国
Shanghai
时期26/07/1128/07/11

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