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
  • [21] Thermal process system identification using particle swarm optimizationa
    Dong, Ze
    Han, Pu
    Wang, Dongfeng
    Jiao, Songming
    2006 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-7, 2006, : 194 - +
  • [22] Online System Identification based on Quantum-Behaved Particle Swarm Optimization Algorithm
    Su, Xiaoping
    Zhao, Ji
    Sun, Jun
    WISM: 2009 INTERNATIONAL CONFERENCE ON WEB INFORMATION SYSTEMS AND MINING, PROCEEDINGS, 2009, : 475 - +
  • [23] Hammerstein Model based System Identification using Craziness Based Particle Swarm Optimization Algorithm
    Pal, P. S.
    Ghosh, A.
    Choudhury, S.
    Kumar, A.
    Kar, R.
    Mandal, D.
    Ghoshal, S. P.
    2016 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), VOL. 1, 2016, : 1623 - 1627
  • [24] Chemical Process Optimization based on Improved Particle Swarm Algorithm
    Wu Rui-hong
    2016 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA 2016), 2016, : 82 - 85
  • [25] Image Encryption Algorithm based on Particle Swarm Optimization and Chaos Logistic Map
    Alibrahim, Hussain
    Ludwig, Simone A.
    2021 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2021), 2021,
  • [26] Sizing and Locating of Distributed Generations Based on Chaos Particle Swarm Optimization Algorithm
    Chen, Ying
    Liu, Lianguang
    ADVANCES IN ENERGY SCIENCE AND TECHNOLOGY, PTS 1-4, 2013, 291-294 : 2119 - 2123
  • [27] Power control algorithm for cognitive radio based on chaos particle swarm optimization
    Chen, Lingling
    Zhao, Xiaohui
    Journal of Information and Computational Science, 2014, 11 (12): : 4277 - 4287
  • [28] The Design of IIR Digital Filter Based on Chaos Particle Swarm Optimization Algorithm
    Gao, Yunhong
    Li, Yibo
    Qian, Hongjuan
    SECOND INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING: WGEC 2008, PROCEEDINGS, 2008, : 303 - +
  • [29] A Modified Particle Swarm Optimization Algorithm Based on Improved Chaos Search Strategy
    Gao, Xue-yao
    Sun, Li-quan
    Zhang, Chun-xiang
    Yang, Shou-ang
    PROCEEDINGS OF THE 2008 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 1, 2008, : 331 - +
  • [30] Quantum Particle Swarm Optimization Extraction Algorithm Based on Quantum Chaos Encryption
    Li, Chao
    Shi, Mengna
    Zhou, Yanqi
    Wang, Erfu
    COMPLEXITY, 2021, 2021