首页    期刊浏览 2025年02月20日 星期四
登录注册

文章基本信息

  • 标题:Application of Fuzzy Immune Algorithm and Soft Computing in the Design of 2-DOF PID Controller
  • 本地全文:下载
  • 作者:Ning Ding ; Priti Prabhakar ; Anita Khosla
  • 期刊名称:Discrete Dynamics in Nature and Society
  • 印刷版ISSN:1026-0226
  • 电子版ISSN:1607-887X
  • 出版年度:2022
  • 卷号:2022
  • DOI:10.1155/2022/5608054
  • 语种:English
  • 出版社:Hindawi Publishing Corporation
  • 摘要:To solve the difficulty in selecting the crossover probability and mutation probability in genetic algorithms, a fuzzy immune algorithm based on adaptive estimation of crossover probability and mutation probability in a fuzzy reasoning system is proposed, and it is used in the parameter optimization design of a two-degree-of-freedom PID controller. According to the experiment and simulation results, classic genetic algorithm evolution tends to halt after 37 generations, with a fitness value of 7.135, whereas fuzzy genetic algorithm evolution tends to stop after 20 generations, with a fitness value of 7.486. The 2-DOF PID controller that was created can give the system strong target value following and interference suppression features at the same time.
国家哲学社会科学文献中心版权所有