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《Application Research of Computers》 2006-04
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A Multi Sub-population Particle Swarm Optimizer Based on Clustering

GAO Ying~(1,2),XIE Sheng-li~2,XU Ruo-ning~1,LI Zhao-hui~1 (1.Dept.of Computer Science & Technology,Guangzhou University,Guangzhou Guangdong 510405,China;2.College of Electronic & Information Engineering,South China University of Technology,Guangzhou Guangdong 510641,China)  
On the basis of the particle swarm optimizer,A cluster-based particle swarm optimizer is proposed.In the proposed algorithm,the current particles is first divided into multi sub-population by clustering.Then,the current particles is updated by the personal best particle and gobal best particles in the sub-populations.The proposed algorithm exchanged and uses more particles' information,thus improves convergence performance.The experiment results demonstrate that the proposed algorithm is superior to original particle swarm optimization algorithm.
【Fund】: 中国博士后科学基金资助项目(2003034062);; 广东省自然科学基金博士科研启动基金(04300015);; 广州市科技计划项目(2004J1-C0323);; 广州市属高校科技计划资助项目(2055)
【CateGory Index】: TP18
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【References】
Chinese Journal Full-text Database 4 Hits
1 YE Hai-yan1,CHEN Yu-ling2,GAO Ying2(1.School of Mathematics and Information Sciences,Guangzhou University,Guangzhou 510006,China;2.School of Information and Electro-Mechanical Engineering,Guangzhou University,Guangzhou 510006,China);The grouping particle swarm optimization[J];Journal of Guangzhou University(Natural Science Edition);2007-02
2 YANG Tao1,SHAO Liang-shan21.College of Business Administration,Liaoning Technical University,Huludao,Liaoning 125100,China 2.Liaoning Systems Engineering Research Institute,Liaoning Technical University,Fuxin,Liaoning 123000,China;Hybrid Particle Swarm Optimization employing improved k-means clustering analysis strategy[J];Computer Engineering and Applications;2009-12
3 WANG Jian-lin,XUE Yao-yu,YU Tao,MA Jiang-ning(College of Information Science and Technology,Beijing University of Chemical Technology,Beijing 100029,China. );Particle swarm optimization based on swarm energy conservation[J];Control and Decision;2010-02
4 CHEN Lin, HE Jia ( Department of Computer Science, Chengdu University of Information Technology, Chengdu 610225, P. R. C. );A particle swarm optimization based on fuzzy C-means clustering[J];Journal of Southwest University for Nationalities(Natural Science Edition);2007-04
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 $YI Han-ping1, PU Chao2 (1. College of Automation, University of Electronic Science & Technology of China, Chengdu 610054, China; 2. College of Photoeletricity Technology, University of Electronic Science & Technology of China, Chengdu 610054, China);Multi-Population Parallel Genetic Algorithm for Parametric Optimization in No-Linear System[J];Ordnance Industry Automation;2005-04
2 Li Xiao Li Na Yu Yumiao (Section of Finance , Beijing University, Beijing 100083; Department of Accounting , Wuhan University, Wuhan, Hubei 430072);The Appraising Model of the Enterprise Financial Capacities and Its Applications[J];Journal of Communication of Finance and Accounting;2005-07
3 GAO Li-qun1,REN Ping2,LI Nan3(1.School of Information Science & Engineering,Northeastern University,Shenyang 110004,China;2.School of Information Technology & Management Engineering,Shenyang University,Shenyang 110044,China;3.Department of Science and Technology,Shenyang University,Shenyang 110044,China.);Optimal Scheduling Based on CPSO for High-Speed Passenger Trains[J];Journal of Northeastern University(Natural Science);2007-02
4 LI Yan-xi,BA Xue-bing,XUE Guang(Institute of Financial Affairs Management,School of Management,Dalian University of Technology,Dalian 116024,China);Empirical research on the comprehensive evaluation method of the firm's growth[J];Journal of Dalian University of Technology(Social Sciences);2006-03
5 Ye Zaifu,Shan Yuanda Southeast University,Nanjing2 10096 ,China;A NEW TRANSMISSION NETWORK EXPANSION PLANNING BASED ON MULTIPLE-POPULATION GENETIC ALGORITHM[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-05
6 Cheng Ying, Ju Ping, Wu Feng (Hohai University, Nanjing 210098, China);PS ALGORITHM IN LOAD PARAMETER IDENTIFICATION AND ITS COMPARISON WITH GENETIC ALGORITHM[J];Automation of Electric Power Systems;2003-11
7 LI Xiao-lei, QIAN Ji-xin(Institute of System Engineering, Control Department, Zhejiang University, Hangzhou 310027, China );Studies on Artificial Fish Swarm Optimization Algorithm based on Decomposition and Coordination Techniques[J];Journal of Circuits and Systems;2003-01
8 LIU Ling,YAN Deng-jun,GONG Deng-cai,ZHANG Hong-mei,LI Da-peng (School of Electrical Engineering,Hohai University,Nanjing 210098,China);New Method for Short Term Load Forecasting Based on Particle Swarm Optimization and Fuzzy Neural Network[J];Proceedings of the CSU-EPSA;2006-03
9 YANG Jun-jie,ZHOU Jian-zhong,WU Wei,LIU Fang(College of Hydroelectric and Digitalization Engineering,Huazhong University of Science and Technology,Wuhan 430074,Hubei Province,China);APPLICATION OF IMPROVED PARTICLE SWARM OPTIMIZATION IN ECONOMIC DISPATCHING[J];Power System Technology;2005-02
10 CAI Liang-wei,ZHANG Ji-hong,LI Xia (Department of Electronic Engineering,Shenzhen University,Shenzhen,Guangdong 518060,China);A Multi-Population Genetic Algorithm for Job Shop Scheduling Problem[J];Acta Electronica Sinica;2005-06
【Secondary References】
Chinese Journal Full-text Database 5 Hits
1 LIN Quan1,ZHU Yuan-hai1,YE Ji-xiang2(1.School of Computer and Communication Engineering,Changsha University of Science & Technology,Changsha 410076,China;2.College of Information Science and Engineering,Central South University,Changsha 410083,China);Research on projection pursuit classification model based on particle swarm optimization algorithm[J];Journal of Changsha Communications University;2008-02
2 YAN Yang,ZHOU Yu-ren(School of Computer Science and Engineering,South China University of Technology,Guangzhou 510640,China);Grouping Particle Swarm Optimization Algorithm for the Solution to Nonlinear Constrained Programming Problem[J];Computer and Information Technology;2009-04
3 LI Jing,WU Chen(School of Computer Science and Engineering ,Jiangsu University of Science and Technology,Zhenjiangn 212003,P.R.China);Particle Swarm Optimization Algorithm Based on Grouping and Cooperating[J];Science Technology and Engineering;2009-16
4 ZHU Yuan-hai1,LIN Quan2,WAN Jie1(1.School of Computer and Communication Engineering,Changsha University of Science and Technology,Changsha 410076;2.Zhongshan Polytechnic,Zhongshan 528404,China);A Fuzzy K-Means Customer Clustering Algorithm Combined with PSOA[J];Computer Engineering & Science;2009-12
5 YE Ji-xiang1,LIN Quan2(1.College of Information Engineering,Central South Universitiy,Changsha 410083,China;2.College of Computer and Telecommunication Engineering,Changsha University of Science and Technology,Changsha 410076,China);Fuzzy K-means document clustering analysis based on PSO algorithm[J];Computer Engineering and Design;2009-06
China Proceedings of conference Full-text Database 2 Hits
1 Pei Zhen-kui~1 Liu Jian~2 Hua Xia China University of Petroleum 257061;Hybrid Particle Swarm Algorithm for Solving Stochastic Vehicle Routing Problems[A];[C];2008
2 Zhong Qin~1,ZhiPing Fan~2,Xiaodong Zang~1,Huawei Gong ~1 1.School of Civil Engineering,Guangzhou University,Guangzhou,510006,China, 2.College of Computer Science & Educational Software,Guangzhou University,Guangzhou,Guangdong,510006,China;Approach of Intersection Signal Control Based on PSO[A];[C];2009
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