System Identification of Thermal Process based on Chaos Particle Swarm Optimization Algorithm

被引:0
|
作者
Luo, Yi [1 ]
Wang, Yatao [1 ]
Kong, Lingchong [1 ]
机构
[1] N China Elect Power Univ, Dept automat, Beijing 102206, Peoples R China
关键词
chaos; PSO; thermal process identification;
D O I
暂无
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 chaos particle swarm optimization algorithm (CPSO) is proposed in this article, it takes advantage of the characteristics of chaos optimization algorithm such as ergodicity, randomness etc. and improves the basic particle swarm optimization algorithm, its particle action is based upon average local best position and the global best point, what's more, an integral control unit is added into the algorithm's update formula. While it has been proved that this algorithm possesses very good performance, we use this algorithm into identification of known model under step input and system identification of thermal process with known locale data, and the result proves that identification is satisfying, so this algorithm's validity is validated.
引用
收藏
页码:2598 / 2602
页数:5
相关论文
共 50 条
  • [31] Convergence analysis of particle swarm optimization and its improved algorithm based on chaos
    Liu, Hong-Bo
    Wang, Xiu-Kun
    Tan, Guo-Zhen
    Kongzhi yu Juece/Control and Decision, 2006, 21 (06): : 636 - 640
  • [32] Quantum Particle Swarm Optimization Extraction Algorithm Based on Quantum Chaos Encryption
    Li, Chao
    Shi, Mengna
    Zhou, Yanqi
    Wang, Erfu
    Complexity, 2021, 2021
  • [33] Application of adaptive particle swarm optimization algorithm in system identification and parameter optimization
    Li, Xiaobin
    Kou, Demin
    Yu, Bo
    Jiang, Yun
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2007, 28 (SUPPL. 5): : 341 - 345
  • [34] Thermal error modeling of CNC milling machining spindle based on an adaptive chaos particle swarm optimization algorithm
    Hai-tao Yue
    Chen-guang Guo
    Qiang Li
    Li-juan Zhao
    Guang-bo Hao
    Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2020, 42
  • [35] Thermal error modeling of CNC milling machining spindle based on an adaptive chaos particle swarm optimization algorithm
    Yue, Hai-tao
    Guo, Chen-guang
    Li, Qiang
    Zhao, Li-juan
    Hao, Guang-bo
    JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2020, 42 (08)
  • [36] Research on Improved Adaptive Chaos Optimization Particle Swarm Optimization Algorithm
    Qi Changxing
    Bi Yiming
    Han Huihua
    Li Yong
    Zhai Shimei
    PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON ROBOTICS AND ARTIFICIAL INTELLIGENCE (ICRAI 2017), 2015, : 15 - 19
  • [37] Particle swarm optimization system algorithm
    Cai, Manjun
    Zhang, Xuejian
    Tian, Guangjun
    Liu, Jincun
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF CONTEMPORARY INTELLIGENT COMPUTING TECHNIQUES, 2007, 2 : 388 - +
  • [38] The Thermal Process Identification with Radial Basis Function Network Based on Quantum Particle Swarm Optimization
    Wang, Dongfeng
    Wang, Zijie
    Huang, Yu
    Han, Pu
    2009 INTERNATIONAL CONFERENCE ON SUSTAINABLE POWER GENERATION AND SUPPLY, VOLS 1-4, 2009, : 2624 - +
  • [39] Step Size Optimization of LMS Algorithm Using Particle Swarm Optimization Algorithm in System Identification
    Rajni
    Tayal, Akash
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2013, 13 (06): : 125 - 130
  • [40] Firefly Algorithm and Particle Swarm Optimization for Optimal IIR System Identification
    Garip, Zeynep
    Cimen, Murat Erhan
    Boz, Ali Fuat
    Karayel, Durmus
    2018 6TH INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING & INFORMATION TECHNOLOGY (CEIT), 2018,