Solving Parameter Identification Problem of Nonlinear Systems Using Differential Evolution Algorithm

被引：5
|
作者：
Wang, Ke [1 ]
Wang, Xiaodong [1 ]
Wang, Jinshan [1 ]
Jiang, Minlan [1 ]
Lv, Ganyun [1 ]
Feng, Genliang [1 ]
Xu, Xiuling [1 ]
机构：
[1] Zhejiang Normal Univ, Dept Elect Engn, Jinhua 321004, Peoples R China
来源：
2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL I, PROCEEDINGS | 2008年
关键词：
D O I：
10.1109/IITA.2008.556
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
A new technique, based on differential evolution algorithm, is proposed for solving the parameter identification problem of nonlinear systems. The technique improves the accuracy of parameter identification. Two kinds of process systems have been used as examples for demonstration. The effectiveness of differential evolution algorithm is compared with that of genetic algorithms in terms of obtained parameter accuracy and objective function value. The simulation results show that the accurate estimation of unknown system parameters and small values of objective function can be achieved by the proposed technique.
引用
收藏
页码：687 / 691
页数：5
相关论文
共 50 条
  • [1] Parameter identification of chaotic systems using improved differential evolution algorithm
    Ho, Wen-Hsien
    Chou, Jyh-Horng
    Guo, Ching-Yi
    NONLINEAR DYNAMICS, 2010, 61 (1-2) : 29 - 41
  • [2] Parameter identification of chaotic systems using improved differential evolution algorithm
    Wen-Hsien Ho
    Jyh-Horng Chou
    Ching-Yi Guo
    Nonlinear Dynamics, 2010, 61 : 29 - 41
  • [3] Parameter identification using adaptive differential evolution algorithm applied to robust control of uncertain nonlinear systems
    Ho Pham Huy Anh
    Nguyen Ngoc Son
    Cao Van Kien
    Ho-Huu, V
    APPLIED SOFT COMPUTING, 2018, 71 : 672 - 684
  • [4] A hybrid Differential Evolution Algorithm for Nonlinear Parameter Estimation of Kinetic Systems
    Zhao, Chao
    An, Aimin
    Xu, Qiaolin
    PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 1696 - 1700
  • [5] AN ALGORITHM FOR SOLVING A CONTROL PROBLEM FOR A DIFFERENTIAL EQUATION WITH A PARAMETER
    Dzhumabaev, D. S.
    Bakirova, E. A.
    Kadirbayeva, Zh M.
    NEWS OF THE NATIONAL ACADEMY OF SCIENCES OF THE REPUBLIC OF KAZAKHSTAN-SERIES PHYSICO-MATHEMATICAL, 2018, 5 (321): : 25 - 32
  • [6] Solving Parameter Identification Problem in Sensor Dynamic Modeling by Means of Differential Evolution Approach
    Wang, Ke
    Wang, Xiaodong
    2010 ETP/IITA CONFERENCE ON SYSTEM SCIENCE AND SIMULATION IN ENGINEERING (SSSE 2010), 2010, : 44 - 47
  • [7] An Alternate Iterative Differential Evolution Algorithm for Parameter Identification of Chaotic Systems
    Xiang, Wanli
    Meng, Xuelei
    An, Meiqing
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2015, 2015
  • [8] Solving text clustering problem using a memetic differential evolution algorithm
    Mustafa, Hossam M. J.
    Ayob, Masri
    Albashish, Dheeb
    Abu-Taleb, Sawsan
    PLOS ONE, 2020, 15 (06):
  • [9] Identification of bilinear systems using differential evolution algorithm
    Ozer, Saban
    Zorlu, Hasan
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2011, 36 (03): : 281 - 292
  • [10] Identification of bilinear systems using differential evolution algorithm
    SABAN OZER
    HASAN ZORLU
    Sadhana, 2011, 36 : 281 - 292
12345