Chaos Particle Swarm Optimization Algorithm for Optimization Problems

被引:10
|
作者
Liu, Wenbin [1 ,2 ]
Luo, Nengsheng [1 ]
Pan, Guo [3 ,4 ]
Ouyang, Aijia [4 ,5 ]
机构
[1] Hunan Univ, Sch Econ & Trade, Changsha 410082, Hunan, Peoples R China
[2] China Great Wall Technol Grp Co Ltd, Changsha 410100, Hunan, Peoples R China
[3] Hunan Vocat Coll Modern Logist, Dept Logist Informat, Changsha 410131, Hunan, Peoples R China
[4] Hunan Univ, Coll Informat Sci & Engn, Changsha 410082, Hunan, Peoples R China
[5] Zunyi Normal Univ, Sch Informat Engn, Zunyi 563006, Guizhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Chaos operator; hybrid algorithm; parameter inversion; particle swarm optimization; global optimization; PARAMETER-ESTIMATION; SEARCH ALGORITHM; HARMONY SEARCH; GPU; SQUARES;
D O I
10.1142/S021800141859019X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A chaos particle swarm optimization (CPSO) algorithm based on the chaos operator (CS) is proposed for global optimization problems and parameter inversion of the nonlinear sun shadow model in our study. The CPSO algorithm combines the local search ability of CS and the global search ability of PSO algorithm. The CPSO algorithm can not only solve the global optimization problems effectively, but also address the parameter inversion problems of the date of sun shadow model location successfully. The results of numerical experiment and simulation experiment show that the CPSO algorithm has higher accuracy and faster convergence than the-state-of-the-art techniques. It can effectively improve the computing accuracy and computing efficiency of the global optimization problems, and also provide a novel method to solve the problems of integer parameter inversion in real life.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Research on chaos particle swarm optimization algorithm
    School of Electronics and Information, Jiangsu University of Science and Technology, Zhenjiang 212003, China
    不详
    Moshi Shibie yu Rengong Zhineng, 2006, 2 (266-270):
  • [2] An Optimization Algorithm on Improved Chaos Particle Swarm
    Cao, Jian
    Cao, Zeyang
    Gong, Xiaopeng
    Li, Gang
    INTERNATIONAL CONFERENCE ON ELECTRICAL AND CONTROL ENGINEERING (ICECE 2015), 2015, : 413 - 416
  • [3] Particle Swarm Optimization Algorithm for Solving Optimization Problems
    Ozsaglam, M. Yasin
    Cunkas, Mehmet
    JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2008, 11 (04): : 299 - 305
  • [4] Hybrid optimization algorithm based on chaos,cloud and particle swarm optimization algorithm
    Mingwei Li
    Haigui Kang
    Pengfei Zhou
    Weichiang Hong
    JournalofSystemsEngineeringandElectronics, 2013, 24 (02) : 324 - 334
  • [5] Hybrid optimization algorithm based on chaos, cloud and particle swarm optimization algorithm
    Li, Mingwei
    Kang, Haigui
    Zhou, Pengfei
    Hong, Weichiang
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2013, 24 (02) : 324 - 334
  • [6] 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
  • [7] The Particle Swarm Optimization Algorithm with Adaptive Chaos Perturbation
    Mengxia, L.
    Ruiquan, L.
    Yong, D.
    INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2016, 11 (06) : 804 - 818
  • [8] Mutative scale chaos particle swarm optimization algorithm
    Wang, Hong-gang
    Ma, Liang
    Zhang, Hui-zhen
    Li, Gao-ya
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON SYSTEM MANAGEMENT, 2008, : 71 - 77
  • [9] CAPSO: Chaos Adaptive Particle Swarm Optimization Algorithm
    Duan, Youxiang
    Chen, Ning
    Chang, Lunjie
    Ni, Yongjing
    Kumar, S. V. N. Santhosh
    Zhang, Peiying
    IEEE ACCESS, 2022, 10 : 29393 - 29405
  • [10] Using chaos enhanced hybrid firefly particle swarm optimization algorithm for solving continuous optimization problems
    İbrahim Berkan Aydilek
    İzzettin Hakan Karaçizmeli
    Mehmet Emin Tenekeci
    Serkan Kaya
    Abdülkadir Gümüşçü
    Sādhanā, 2021, 46