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《Systems Engineering》 2009-12
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An Improved Artificial Fish Swarm Algorithm and Its Applications

CHEN Guang-zhou1,2,WANG Jia-quan2,LI Chuan-jun3,LU Xiang-you1(1.Department of Environmental Engineering,Anhui Institute of Architecture and Industry,Hefei 230022,China;2.School of Resources and Environmental Engineering,Hefei University of Technology,Hefei 230009,China;3.Department of Management Engineering,Anhui Institute of Architecture and Industry,Hefei 230022,China)  
Artificial fish swarm algorithm is a new swarm intelligence algorithm with fast convergence speed and good global optimization ability.However,in practical applications,it is found that in the later period of arithmetic operating,the ability of breaking through local points becomes weak and it easily falls into local points.In addition,the solution has low precision.In order to overcome these faults,self-adaptive strategy for the visual field and step,discarding operation and re-initialization were synthetically applied to improve it.As a case,the improved algorithm is used for function optimization and high-dimension nonlinear function optimization.The simulation results show that it has good optimization effects.
【Fund】: 国家自然科学基金资助项目(50379003);; 安徽省自然科学基金资助项目(070416243)
【CateGory Index】: TP18
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【Citations】
Chinese Journal Full-text Database 5 Hits
1 TANG Jian-dong, XIONG Xin-yin, WU Yao-wu, JIANG Xiu-jie(School of Electric Power, Huazhong University of Science and Technology, Wuhan 430074, China);Reactive power optimization of power system based on artificial fish-swarm algorithm[J];Relay;2004-19
2 Zhan Wei Dai Guangming Gong Wenyin(School of Computer,China University of Geoscience,Wuhan 430074);A High-efficiency Hybrid Evolutionary Algorithm for Solving Function Optimization Problem[J];Computer Engineering and Applications;2006-02
3 Liu Lijue Cai Zixing (School of Information Science and Engineering,Central South University,Changsha 410075);A Modified CLONALG Optimization Algorithm[J];Computer Engineering and Applications;2006-13
4 MA Jian-wei~1,ZHANG Guo-li~2,XIE Hong~3,ZHOU Chun-lei~1,WANG Jing~1(1.Department of Computer Science and Engineering,North China Electric Power University,Baoding Hebei 071003,China;2.Department of Applied Mathematics,North China Electric Power University,Baoding Hebei 071003,China;3.Department of Electronic Engineering,Shanghai Maritime University,Shanghai 200135,China);Optimization of feed-forward neural networks based on artificial fish-swarm algorithm[J];Computer Applications;2004-10
5 CHEN Guang-zhou1,2,WANG Jia-quan1,XIE Hua-ming2 (1.School of Resources and Environmental Engineering,Hefei University of Technology,Hefei,Anhui,230009,China;2.Department of Environmental Engineering,Anhui Institute of Architecture and Industry,Hefei,Anhui,230022,China);Application of Particle Swarm Optimization for Solving Optimization Problem of Projection Pursuit Modeling[J];Computer Simulation;2008-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Fan1,2),XIE Lun1),LI Bingjie3),WANG Zhiliang1),ZHENG Xuefeng1)1) School of Information Engineering,University of Science and Technology Beijing,Beijing 100083,China2) Xian Satellite Control Center,Xian 710043,China3) No.1 Institute of Domestic Affairs,Beijing 101601,China;Multi-sense swarm intelligence algorithm and its application in feed-forward neural networks training[J];Journal of University of Science and Technology Beijing;2008-09
2 TANG Jing-jing1,DONG Hai-xiang2(1.Henan University of Technology,Zhengzhou 450052,China; 2.North China University of Water Conservancy and Electric Power, Zhengzhou 450001,China);Development of the New Modules of Corrugated Paper Box CAD System[J];Packaging and Food Machinery;2007-03
3 LIU Zheng-liang,SU Hong-sheng(Lanzhou Jiaotong University,School of Automation,Langzhou 730070,China);Fault Diagnosis for Steam Turbine Vibration Based on Artificial Fish-swarm Algorithm of Neural Network[J];Journal of Chongqing Institute of Technology(Natural Science);2009-06
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5 FAN Yu-jun1,WANG Dong-dong2,SUN Ming-ming3(1.Dept.of Basic Science,Dezhou Vocational and Technical College,Dezhou Shandong 253000;2.Dept.of Undergraduate Course,Qingdao Binhai University,Qingdao 266555;3.College of Mathematics and Computer Science,Guangxi University for Nationalities,Nanning 530006,China);Improved Artificial Fish-school Algorithm[J];Journal of Chongqing Normal University(Natural Science Edition);2007-03
6 LIU Yao-nian,LI Ying-hong,LIU Jun-feng,YAO Yu-ping(Collegeof Electric Power Engineering,Northeast Dianli University,Jilin City,Jilin Province,132012);RBF Neural Networks Based on Artificial Fish-swarm Algorithm[J];Journal of Northeast Dianli University;2006-04
7 PANG Song-ling~1,LIU Dai~2 (1.Hainan Power Grid Company,Haikou City,Hainan Province,China,570203;2.Haikou Electric Power Supply Bureau, Haikou City,Hainan Province,China,570001);Power System Short-term Load Forecasting Based on Empirical Mode Decomposition and Artificial Fish-swarm Algorithm of Neural Network[J];Journal of Northeast Dianli University(Natural Science Edition);2008-06
8 LI Xin-bin~(1,2) ZHU Qing-jun~1 MA Hong-xia~1 LI Qiang-bo~1 (1.College of Electrical Engineering,Yanshan University,Qinhuangdao,Hebei 066004,China;2.Hebei Mathematical Research Center,Shijiazhuang,Hebei 050000,China);Overview of particle swarm optimization algorithm on reactive optimization for power system[J];Journal of Yanshan University;2008-03
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10 LIU Yao-nian,LI Ying-hong,ZHANG Bing-bing,LI Chun-liang(School of Electrical Engineering,Northeast Dianli University,Jilin 132012,China);Artificial fish school algorithm for optimal power flow problems[J];Advanced Technology of Electrical Engineering and Energy;2006-04
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Li-biao,ZHOU Chun-guang,LIU Xiao-hua,MA Ming(College of Computer Science and Technology, Jilin University, Changchun 130012,China);Application of Particle Swarm Optimization for Solving Optimization Problems[J];Journal of Changchun Post and Telecommunication Institute;2005-04
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3 CHEN Dong-fang~1, XUE Ji-wei~(1,2), ZHANG Man~1( 1. College of Computer Science, Daqing Petroleum Institute, Daqing Heilongjiang 163318, China; 2. Chengdu Computer Application Institute, Chinese Academy of Science, Chengdu Sichuan 610041, China );Global optimization algorithm and its application[J];Journal of Daqing Petroleum Institute;2005-01
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8 KANG Zhuo, LI Yan, LIU Pu, and KANG Li-Shan (Computation Center, Wuhan University, Wuhan 430072) (State Key Laboratory of Software Engineering, Wuhan University, Wuhan 430072);AN ALL-PURPOSE EVOLUTIONARY ALGORITHM FOR SOLVING NONLINEAR PROGRAMMING PROBLEMS[J];Journal of Computer Research and Development;2002-11
9 HUANG Lan, WANG Kangping, ZHOU Chunguang, YUAN Yuan, PANG Wei(College of Computer Science and Technology, Jilin University, Changchun 130012, China);Hybrid Approach Based on Ant Algorithm for Solving Traveling Salesman Problem[J];Acta Scientiarium Naturalium Universitatis Jilinensis;2002-04
10 ZHANG Li-biao~1, ZHOU Chun-guang~1, LIU Xiao-hua~1, MA Ming~1, L Ying-hua~(1,2), MA Zhi-qiang~(1,2) (1. College of Computer Science and Technology, Jilin University, Changchun 130012, China; 2. Department of Computer Science, Northeast Normal University, Changchun 130024, China);A novel evolutionary algorithm for solving constrained optimization problems[J];Journal of Jilin University (Science Edition);2004-04
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