HYBRID ALGORITHM FOR FUZZY MODEL PARAMETER ESTIMATION BASED ON GENETIC ALGORITHM AND DERIVATIVE BASED METHODS

被引：0
|
作者：
Lavygina, A. [1 ]
Hodashinsky, I. [1 ]
机构：
[1] Tomsk State Univ Control Syst & Radioelect, Dept Data Proc Automat, 40 Lenina St, Tomsk, Russia
来源：
ECTA 2011/FCTA 2011: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION THEORY AND APPLICATIONS AND INTERNATIONAL CONFERENCE ON FUZZY COMPUTATION THEORY AND APPLICATIONS | 2011年
基金：
俄罗斯基础研究基金会;
关键词：
Fuzzy Modeling; Parameter Estimation; Hybrid Algorithm; Genetic Algorithm; Gradient Descent Method; Kalman Filter; Least Squares Method;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Hybrid method for estimation of fuzzy model parameters is presented. The main idea of the method is to apply gradient descent method or Kalman filter as a mutation operator of genetic algorithm for estimation of antecedent parameters of fuzzy "IF-THEN" rules. Thus, part of the individuals in the population mutate by means of gradient descent method or Kalman filter, the others mutate in an ordinary way. Once antecedents are tuned, consequents tuning is performed with the least squares method. The results of computer experiment are presented.
引用
收藏
页码：513 / 515
页数：3
相关论文
共 50 条
  • [31] A fuzzy clustering algorithm based on genetic algorithm and FCM algorithm
    Bai, Su-Qin
    Hui, Chang-Kun
    Wu, Xiao-Jun
    Wang, Shi-Tong
    Huadong Chuanbo Gongye Xueyuan Xuebao/Journal of East China Shipbuilding Institute, 2001, 15 (06): : 40 - 43
  • [32] Locomotion-based Hybrid Salp Swarm Algorithm for Parameter Estimation of Fuzzy Representation-based Photovoltaic Modules
    Rizk M.Rizk-Allah
    Aboul Ella Hassanien
    Journal of Modern Power Systems and Clean Energy, 2021, 9 (02) : 384 - 394
  • [33] The Improved Genetic Algorithm Based on Fuzzy Controller with Adaptive Parameter Adjustment
    Liu, Daohua
    Liu, Xin
    INFORMATION AND MANAGEMENT ENGINEERING, PT V, 2011, 235 : 491 - 497
  • [34] Locomotion-based Hybrid Salp Swarm Algorithm for Parameter Estimation of Fuzzy Representation-based Photovoltaic Modules
    Rizk-Allah, Rizk M.
    Hassanien, Aboul Ella
    JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2021, 9 (02) : 384 - 394
  • [35] Nonlinear model estimation of thermocouple based on genetic algorithm
    Ma Shu-hua
    Zhao Yi-ding
    Proceedings of 2004 Chinese Control and Decision Conference, 2004, : 309 - +
  • [36] Hybrid Personalized Recommended Model Based on Genetic Algorithm
    Gao, Linqi
    Li, Congdong
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 9215 - 9218
  • [37] Parameter optimization of moving horizon estimation based on hybrid intelligent algorithm
    Zhang, Bo
    Jiang, Aipeng
    Qi, Yanying
    Jiang, Jiaji
    Wang, Haokun
    Kong, Jundong
    ASIAN JOURNAL OF CONTROL, 2023, 25 (02) : 1542 - 1554
  • [38] Parameter estimation for chaotic system based on evolution algorithm with hybrid crossover
    Long Wen
    Jiao Jian-Jun
    ACTA PHYSICA SINICA, 2012, 61 (11)
  • [39] Parameter estimation for chaotic systems based on hybrid differential evolution algorithm
    Wang Jun-Yan
    Huang De-Xian
    ACTA PHYSICA SINICA, 2008, 57 (05) : 2755 - 2760
  • [40] Hybrid Algorithm for Parameter Estimation of the Groundwater Flow Model with an Improved Genetic Algorithm and Gauss- Newton Method
    Yao, Leihua
    Guo, Yufei
    JOURNAL OF HYDROLOGIC ENGINEERING, 2014, 19 (03) : 482 - 494
12345