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《Journal of Northern Jiaotong University》 2000-06
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A Survey of Constraint Optimization Method Based on Genetic Algorithm

SUN Yan feng 1, ZHENG Jia qi 1, WANG De xing 2, WU Hua 2 (1.College of Traffic and Transport, Northern Jiaotong University, Beijing 100044, China; 2.Daqing Electric Power Bureau, Daqing 163454,China)  
The genetic algorithm had handled nonconstraint optimization successfully. Now, the difficulty is how to solve constraint optimization by genetic algorithm. There is no uniform methodology for handling constraints. The most common approach is the penalty function method. But several other methods for handling constraints have emerged recently. This paper reviews such methods and discusses their merits and drawbacks.
【Fund】: 国家教委博士点基金!资助项目 (19990 0 0 411)
【CateGory Index】: O224
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【References】
Chinese Journal Full-text Database 9 Hits
1 Lü Shanwei Han Yanju(School of Electronics and Information Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China) Wang Wei(Institute of Radio Metrology and Measurement, Beijing 100854, China);Synthesis of the array’s amplitude and phase pattern using genetic algorithm[J];Journal of Beijing University of Aeronautics and Astronautics;2005-09
2 ZHOU Yun-peng1,TI Zheng-yi2 (1.College of Resource and Environment Engineering, Liaoning Technical University, Fuxin 123000,China; 2.Vocational College , Liaoning Technical University, Fuxin 123000,China);Application of genetic algorithm in combination optimization[J];Journal of Liaoning Technical University;2005-S1
3 ZHOU Rong-min,LEI Yan-feng,ZHOU Fang,HAO Ling-yun (College of Environmental and Hydraulic Engineering,Zhengzhou University,Zhengzhou 450001, China);Determination of Penalty Factor in Optimal Design of Water Pipe Network Based on Genetic Algorithms[J];China Water & Wastewater;2008-06
4 CHEN Bo,WANG Ping-jun,HU Jin-shan(The Engineering Institute,Air Force Engineering University,Xi’an 710038,China);Structure Optimum Design of Gear Pump Based on Genetic Algorithms[J];Machine Tool & Hydraulics;2004-12
5 XUE Fu-qiang, GE Lin-dong (Institute of Information Engineering, Information Engineering University, Zhengzhou 450002);Improved Genetic Algorithm for Feature Selection of Modulation Signal[J];Computer Engineering;2008-03
6 YU Ying~(1,2) LI Yongsheng~1 YU Xiaochun~1 1.School of Mechanical and Power Engineering,Nanjing University of Technology,Nanjing 210009; 2.School of Pharmacy,China Pharmaceutical University,Nanjing 210009;Application of Particle Swarm Optimization in the Engineering Optimization Design[J];Chinese Journal of Mechanical Engineering;2008-12
7 WANG Qing-quan,WU He-lei,FANG Meng-fei(School of Information Engineering,Nanchang University,Nanchang 330031,China);The Optimization Solution in the Ordering and Transporting of Steel Tube on Genetic Simulated Annealing Algorithm[J];Journal of Nanchang University(Engineering & Technology Edition);2007-01
8 Song Songbai, Lü Hongxing (College of Water Conservancy and Architectural Engineering of Northwest Science and Technology University of Agriculture & Forestry, Yangling 712100, China);Optimization model of rotation irrigation channel distribution and solution with genetic algorithm[J];Transactions of The Chinese Society of Agricultural Engineering;2004-02
9 SONG Song-bai,CAI Huan-jie,KANG Yan(College of Water Resources and Architectural Engineering,Northwest A & F University,Yangling,Shaanxi 712100,China);Genetic algorithm solution for constrained optimization[J];Journal of Northwest Sci-Tech University of Agriculture and Forestry;2005-01
China Proceedings of conference Full-text Database 2 Hits
1 ZHAO Zhigang WEI Zhaowen School of Management, University of Shanghai for Science and Technology, Shanghai 200093, China; College of Computer and Electronics Information, Guangxi University, Nanning 530004, China;The Solution for Constrained Optimization Based on Particle Swarm Optimization[A];[C];2006
2 Fu-qiang Xue,Lin-dong Ge and Li Chen Institute of Information and Technology ,Zhengzhou,450002;New Improved Genetic Algorithm for Feature Selection of Modulated Signal[A];[C];2006
【Citations】
Chinese Journal Full-text Database 2 Hits
1 By SUN Yan feng(Institute of Systems Engineering,Northern Jiaotong University,Beijing 100044,China);Multi-Objective Optimization Algorithm Based on GA and TS Hybrid Strategy[J];Journal of Industrial Engineering and Engineering Management;2000-04
2 Wu Zhiyuan, Shao Huihe\ Wu Xinyu;Annealing Accuracy Penalty Function Based Nonlinear Constrained Optimization Method with Genetic Algorithms[J];CONTROL AND DECISION;1998-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LI Hui 1, HAN Li 1, HE Bei 2 (1.Chongqing University, Chongqing 400044; 2.Chongqing Electric Power Company, Chingqing 400036, China);Optimum Design of S9 10kV Power Transformers Using an Improved Genetic Algorithm[J];Transformer;2001-05
2 LIBin1,MAO Yi-zhi1,LI Xin2 (1.Hebei University of Technology,Tianjin 300130,China; 2.Tianjin Professional College,Tianjin 300402,China);Application of Modified Ant Algorithm to Optimum Design of Power Transformer[J];Transformer;2006-03
3 TAN Yong ji, ZENG Yi, CAO Wei (Institute of Mathematicis, Fudan University, Shanghai 200433, China);Using Hybrid Genetic Algorithm to Solve Constrained NLP[J];Journal of Fudan University;2000-05
4 HAN Li 1, LI Hui 1, YANG Shun chang 1, HE Bei 2 (1. College of Electrical Engineering, Chongqing University, Chongqing 400044, China; 2. Information Center,Yangjiaping Electric Power Bureau, Chongqing 400050, China);An Improved Genetic Algorithm for Optimum Design of Power Transformers[J];Journal of Chongqing University(Natural Science Edition);2002-09
5 ZHANG Zhiyuan (Daxian Teachers College, Da zhou, Si chuan, 635000);A Simulated Annealing Arithmetic Based on Uniform Design[J];Journal of Chongqing University(Natural Science Edition);2003-10
6 PAN Yucheng(Ningde Vocational and Technical College,Fu'an Fujian 355000);Fuzzy Decision-making of Multi-goals Non Poor-Solution by Weight Coefficient Change[J];Journal of Fuqing Branch of Fujian Normal University;2007-05
7 YAO Wei, TAN Hui feng, DU Xing wen (Center for Composite Materials, Harbin Institute of Technology, Harbin 150001,China);APPLICATION OF GENETIC ALGORITHM TO MULTIOBJECTIVE OPTIMIZATION OF TIRE STRUCTURE[J];Acta Materiae Compositae Sinica;2002-03
8 ZHOU Yun-peng1,TI Zheng-yi2 (1.College of Resource and Environment Engineering, Liaoning Technical University, Fuxin 123000,China; 2.Vocational College , Liaoning Technical University, Fuxin 123000,China);Application of genetic algorithm in combination optimization[J];Journal of Liaoning Technical University;2005-S1
9 Liao Li, Lin Jiaheng, Zhang Chenghui (School of Control Science & Engineering, Shandong University, Jinan 250061, China)[;Efficiency Optimization of Variable Frequency Variable Speed Water-supply Pumping Stations Based on Genetic Algorithm[J];Engineering Science;2002-09
10 YU Guo_yan, ZHENG Shi_xiong, LIU Gui_xiong, HUANG Ping (Department of Mechatronic Engineering, South China University of Technology, Guangzhou 510640, China);Study on Global Optimization Algorithms for Complex Engineering Problem[J];JOURNAL OF SOUTH CHINA UNIVERSITY OF TECHNOLOGY(NATURAL SCIENCE);2000-08
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 YANG Shuai-ying, HAO Fang-hua, NING Da-tong (School of Environment, Beijing Normal University, Beijing 100875,China);New advances on drought risk assessment and its prospects[J];Journal of Safety and Environment;2004-02
2 LI Da?wei(Dept.of Mathematics and Physics,Anshan Institute of I.& S.Technology,Anshan 114002,China);Optimal Population Size for Genetic Algorithm Based on Repeated Natural Number Coding[J];Journal of Anshan Institute of Iron and Steel Technology;2000-06
3 TAO Yue-zan(Anhui Hydrologic Bureau, Hefei 230022, China);Water resources carrying capacity in Anhui province[J];Journal of Anhui Technical College of Water Resources and Hydroelectric Power;2003-04
4 XU Zhongmin(Stale Key Laboratory of Frozen Soil Engineering,LIGG,CAS,Lanzhou 730000);A Scenario-Based Framework for Multicriteria Decision Analysis in Water Carrying Capacity[J];JOURNAL OF GLACIOLGY AND GEOCRYOLOGY;1999-02
5 LEI Xiao yun 1 , CHEN Hui yuan 2 (1 Shihezi University, Shihezi Xinjiang Uygu Autonomous Region 832000, China; 2 Wuhan University of Hydraulic and Electric Engineering, Wuhan Hubei 430072, China);Study of Groundwater Prediction on Manasi River Basin of Xinjiang[J];JOURNAL OF GLACIOLGY AND GEOCRYOLOGY;1999-03
6 XU Zhong-min\+1,\ ZHANG Zhi-qiang\+1,\ SU Zhi-yong\+2,\ CHENG Guo-dong\+1 (1. State Key Laboratory of Frozen Soil Engineering,CAREERI,CAS,Lanzhou Gansu\ 730000, China; 2. State Key Laboratory of Arid Agricultural Ecology, Lanzhou University, Lanzhou G;Measuring Total Economic Value of Restoring Ejina Banner's Ecosystem Services ──Application of the Non-Parametric Estimation[J];Journal of Glaciolgy and Geocryology;2002-02
7 SU Hua,\ WANG Zhong\|jing (Institute of Hydrology & Water Resources of School of Civil Engineering, Tsinghua University, Beijing 100084, China);Multiple Objective Analysis of the Rational Allocation of Water Resources in the West of Inner Mongolia Region[J];Journal of Glaciolgy and Geocryology;2002-04
8 SU Zhi\|yong\+1,\ XU Zhong\|min\+\{1, 2\},\ ZHANG Zhi\|qiang\+2, CHEN Dong\|jin\+2,\ LONG Ai\|hua\+2,\ ZHANG Bo\+3 (1. State Key Laboratory of Arid Agroecology, Lanzhou University, Lanzhou Gansu 730000, China; 2. State Key Laboratory of Frozen Soil Eng;Fundamental Ecological Economics Study on the Carrying Capacity of Water Resources in Heihe River Watershed[J];Journal of Glaciolgy and Geocryology;2002-04
9 Sun Yanfeng (College of Traffic and Transport, Northern Jiaotong University, Beijing 100044);Optimizing Traffic Network by GATS Algorithm[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1999-05
10 Sun Wanhua;Zheng Shide(Department of Transportation Management Engineering, Northern Jiaotong University,Beijing 100044);Study on the Optimization Algorithm of Railway Wagon Flow Path[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1995-S1
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 XING Chang-zheng1,SUN Yu-Qing2 (1. Department of Electronics and Information Engineering, Liaoning Technical University, Fuxin 123000,China;2. Red Banner Plastic Machinery Factory of Liaoning Fuxin, Fuxin 123000,China);Optimal board cutting based on simulated annealing genetic algorithm[J];Journal of Liaoning Technical University;2006-03
2 LI Qing1,2, ZHONG Ming1,LI Zhen-fu1 ,LIU Zhao-jian1 (1. College of Transportation Engineering and Logistics, Dalian Maritime University, Dalian 116024,China; 2. College of management and Social Science, Dalian Institute of Light Industry, Dalian 116034, China);Memetic algorithm for container loading problem[J];Journal of Liaoning Technical University;2006-03
3 LI Qing1,2,NING Shu-shi3,MO Bao-min1(1.College of Transportation and Logistics Engineering,Dalian Maritime University,Dalian 116026,China;2.College of Management and Social Science,Dalian Polytechnic University,Dalian 116034,China;3.College of Automation and Electrical Engineering,Dalian Maritime University,Dalian 116026,China);Application of evolutionary variable neighborhood search algorithm to location-allocation problem in close-loop supply chain[J];Journal of Liaoning Technical University;2007-06
4 YE Weilong1,LI Qing1,2(1.Transportation Management College,Dalian Maritime University,Dalian 116026,China;2.Management and Social Science College,Dalian Polytechnic University,Dalian 116034,China);Multicriteria optimization for ABC inventory classification[J];Journal of Liaoning Technical University(Natural Science);2008-05
5 LI Bin1,JIN Zhao-sen2,ZHAI Zheng-lai3(1.Coll of Inf Engin,Yangzhou University,Yangzhou 225009,China;2.Coll of Hydr Sci & Engin,Yangzhou University,Yangzhou 225009,China;3.FUNING Department of Water Conservancy,Yancheng 224600,China);Study on Optimization Model for Unequal Outlet Flow in Irrigation Channel System[J];Journal of Irrigation and Drainage;2007-01
6 XU Xian-jin(Guizhou Provincial Hydrology &Water Resources Bureau,Guiyang,Guizhou,550002,China);Research on Water Supply Joint Dispatching of Reservoir Group on the Baifuhe River Basin of Bijie Municipality[J];Guizhou Water Power;2007-05
7 ZHOU Yi-jun,LUAN Zhen-hui(School of Mechanical Engineering,Anhui University of Science and Technology,Huainan 232001,China);The principle of gear pump without mesh-force and gear parametric design[J];Journal of Anhui University(Natural Sciences);2009-05
8 SUN Lin-song1,ZHANG Wei-hua2,GUO Xing-wen3 (1.College of Hydraulic Engineering,Yangzhou University,Yangzhou 225009,China;2.Dike Management Office,Bureau of Water Conservancy of Haimen City,Haimen 226100,China;3.College of Civil Engineering,Hohai University,Nanjing 210098,China);Shape optimization of arch dams based on accelerated micro genetic algorithm[J];Journal of Hohai University(Natural Sciences);2008-06
9 Dong Liang,Zhang Jun,Cai Xingyu(Xi'an Electronic Engineering Research Institute,Xi'an 710100);A Pattern Synthesis of Array Antenna Based on Genetic Algorithm[J];Fire Control Radar Technology;2007-03
10 LI Bin~1,ZHANG Hai-sheng~2(1.College of Information Engineering,Yangzhou University,Yangzhou 225009,China;2.Datao Second Pumping Station Management Department of Yancheng City,Yancheng 224511,Jiangsu Province,China);Optimization Model of Rotation Irrigation Distribution and Its Implementation by Genetic Algorithm with Two-dimensional Encoding[J];Water Saving Irrigation;2006-03
China Proceedings of conference Full-text Database 2 Hits
1 Chunwang Hou,, Wei Yan, Shurong Li (College of Information and Control Engineering, University of Petroleum (East China), Dongying,Shandong,257061);Modeling of a Class of Portfolio Problem and Solving Based on Genetic Algorithm[A];[C];2004
2 ZHAO Zhigang WEI Zhaowen School of Management, University of Shanghai for Science and Technology, Shanghai 200093, China; College of Computer and Electronics Information, Guangxi University, Nanning 530004, China;The Solution for Constrained Optimization Based on Particle Swarm Optimization[A];[C];2006
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 Sun Yafeng(Northern Jiaotong University)Wang zhongtuo(Dalian University of Technology);Applying the Genetic Algorithms in Solving Multiobjective 0-1 Programming[J];JOURNAL OF DECISION AND DECISION SUPPORT SYSTEMS;1995-04
2 Sun Yanfeng and Wang Zhongtuo(Institute of Systems Engineering,Dalian University of Technology,116024);Genetic Algorithm for Multiobective 0-1Programming Problem[J];Systems Engineering and Electronics;1994-10
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