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《Control Theory & Applications》 2002-01
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Adaptive Selection of Crossover and Mutation Probability of Genetic Algorithm and Its Mechanism

CHEN Changzheng and\ WAN Nan (Diagnosis and Control Engineering Center, Shenyang University of Technology · Shenyang, 110023,P.R.China)  
Considering the deficiency of selection of crossover and mutation probability in traditional genetic algorithm, an improved algorithm of crossover and mutation probability is proposed, and the mechanism of new algorithm is thoroughly analyzed, the new algorithm reflects adaptive stratagem. New algorithm is tested with a complex mathematics function, the experimental results show that improved method is efficient. The new improved algorithm remedies the premature and local convergence problem of the old algorithm.
【CateGory Index】: TP273.22
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Chinese Journal Full-text Database 10 Hits
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2 XIAO Tian-guo,FU Zhuo(School of Traffic and Transportation Engineering,Central South University,Changsha 410075,China);A genetic algorithm for the open vehicle routing problem with soft time windows[J];Journal of Railway Science and Engineering;2008-02
3 ZHANG Xiao-dong,FU Jian-ping,ZHANG Pei-lin(Department of Guns Engeering,Ordnance Engeering College,Shijiazhuang 050003,China);Research on Multi-parameter According Calculation of Interior Trajectory Based on Improved Generic Algorithm[J];Journal of Ballistics;2006-04
4 BIN Song,FU Zhuo (School of Traffic & Transportation,Central South University,Changsha 410075,China);An Improved Genetic Algorithm for Vehicle Routing Problem with Soft Time Windows[J];Systems Engineering;2003-06
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6 FU Zhuo,NIE Jing(School of Traffic and Transportation Engineering,Central South University,Changsha 410075,China);A Genetic Algorithm for the Capacitated Open Vehicle Routing Problem[J];Systems Engineering;2008-02
7 LI Liang-min1,2,WEN Guang-rui3,WANG Sheng-chang2(1.Key Laboratory of Automotive Transportation Safety Enhancement Technology of the Ministry of Communication,Chang'an University,Xi'an 710064,China;2.School of Automobile,Chang'an University,Xi'an 710064,China;3.State Key Laboratory for Manufacturing Systems Engineering,Xi'an Jiaotong University,Xi'an 710049,China);Binary-encoding-based modified crossover strategy[J];Journal of Lanzhou University of Technology;2008-05
8 Han Xuedong, Hong Bingrong, and Meng Wei(School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001);An Immune Genetic Algorithm Based on Vaccine Autonomous Obtaining and Updating[J];Journal of Computer Research and Development;2005-05
9 ZHANG Shi-hua(Anhui Liyuan Electric Development Co.,Ltd.,Hefei 230061,China);An Improved Adaptive Genetic Algorithm and Its Application in Parameter Optimization of PID Controller[J];Jiangsu Electrical Engineering;2008-02
10 Zhou Yonghua Mao Zongyuan(College of Automation Science and Engineering,South China University of Technology,Guangzhou510640);An Improved Genetic Algorithm Based on All-Crossover-in-Turn[J];Computer Engineering and Applications;2002-24
China Proceedings of conference Full-text Database 1 Hits
1 Pan Wei,Wang Yunfeng,Diao Huazong Electric Detection Department,Shenyang Artillery Academy,Shenyang 110162,China.;Battlefield Ammunition Storage Layout Optimization Model Based on Adaptive Genetic Algorithm[A];[C];2009
Chinese Journal Full-text Database 10 Hits
1 Zhou Weiliang He Kun Cao Xianbin 1) Cheng Huixia 2) (Computer Center, Institute of Anhui Economy Management 230059) ( 1) Department of Computer Science and Technology, USTC 2) Department of Computer Science, Anhui;Design of BP Network Based on Immune Genetic Algorithm[J];JOURNAL OF ANHUI UNIVERSITY(NATURAL SCIENCES);1999-01
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 LENG Dehui1,ZHANG Jinhai2,LI Dawei2 (1.Gneral Corperation of Scientific Industry,Anshan Institute of I. & S. Technology,Anshan 114002,China;2.Dept. of Mathematics and Physics,Anshan Institute of I. & S. Technology,Anshan 114002,China);Genetic Algorithm for Vehicle Routing Problem with Time Windows[J];JOURNAL OF ANSHAN INSTITUTE OF IRON AND STEEL TECHNOLOGY;1999-03
4 SHI Xin_hong, CAI Bai_gen, MU Jian_cheng (College of Electronics and Information Engineering, Northern Jiaotong University, Beijing 100044,China);Development of Intelligent Transportation System[J];Journal of Northern Jiaotong University;2002-01
5 Li Tonghong; Luo Siwei(Department of Computer Science, Northern Jiaotong University, Beijing 100044);A New Genetic Algorithm for Lraining Neural Network[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1995-04
6 WANG Yun-jian,JIANG Feng-suo,LI Zhong-xia(College of Electromechanical Engineering,Jiangxi University of Science & Technology,Ganzhou 341000,China);Application of Hybrid Genetic Algorithm in function Optimization[J];Ordnance Industry Automation;2005-02
7 HOU Zhan-heng, CHENG Zhong-hua (Staff Room of Equipment Safeguard, Ordnance Engineering College, Shijiazhuang, 050003, China);Study on Layout Model of Battlefield Ammunition Storage[J];Ordnance Industry Automation;2005-06
8 Yang Youlong Wu Yan (Department of Applied Mathematics, Xidian University, Xi'an, 710071);METRIC IN BAYESIAN NETWORKS BASED ON THE EVOLUTIONARY ALGORITHM[J];Acta Armamentarii;2004-05
9 ZHEN Bin\ WU Xihong\ LIU Zhimin\ CHI Huisheng (Center for Information Science,Peking University,Beijing,100871);On the Importance of Components of the MFCC in Speech and Speaker Recognition[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2001-03
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China Proceedings of conference Full-text Database 1 Hits
1 XIAO Yan FU Zhuo LI Yuan Central South University, Changsha 410075 The Hong Kong Polytechnic University;On Vehicle Routing Problem with Soft Time Windows and Its Application Prospect[A];[C];2000
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Zheng-qiu,YAO Zhi-qiang,YAN Xi-shan,ZHANG Jin-ying (Faculty of software,Fujian Normal University,Fuzhou 350027,China);Lightweight Intrusion Detection Algorithm Based on Adapitive Immune[J];Journal of Jiangxi Normal University(Natural Sciences Edition);2008-06
2 WANG Fang-fang,MA Zhi-qiang,WANG Su-hua(School of Computer,Northeast Normal University,Changchun 130017,China);Approach to Sequence Alignment Based on Genetic Algorithm[J];Journal of Jilin University(Information Science Edition);2006-04
3 LIU Chao,et al.(Computer Center,Changchun Institute ofTechnology,Changchun 130012,China);Pair-wise sequence alignment algorithms in bioinformatics[J];Journal of Changchun Institute of Technology(Natural Sciences Edition);2006-03
4 FENG Quan-xi,LIU Cheng(School of Mathematical Science and Computation Technology,Central South University,Changsha 410075,China);Hybrid Genetic Algorithm for Fuzzy Physical Distribution Vehicle Scheduling Problem[J];Journal of Changsha Communications University;2005-03
5 FENG Quan-xi,LIU Cheng(School of Mathematical Sciences and Computing Technology,Central South University,Changsha 410075,China);The study of parallel genetic algorithm for vehicle routing problem of logistic distribution[J];;2005-04
6 DENG Lian-bo~1,SHI Feng~1,MO Hui-hui~2 (1.Traffic and Transportation Engineering School,Central South University,Changsha,410075,China;2.Chinese Communication and Transportation Association,Beijing 100053,China);Multi-generation compete genetic algorithms for logistics distribution vehicle routing problem[J];;2005-05
7 Wang Ruobing Zhang Shuo He Xiubang (Electronic Engineering Institute of PLA, Hefei 230037,China);Application of Improved BP Neural Network in Radio Station "Fingerprint" Identification[J];Electronic Warfare;2006-02
8 YAN Xuan-hui (School of Mathematics and Computer Science,Fujian Normal University,Fuzhou,Fujian 350007,China);An Artificial Immune-Based Intrusion Detection Model Using Vaccination Strategy[J];Acta Electronica Sinica;2009-04
10 Zhao Lin (Institute of Civil Engineering, Tongji University, Shanghai 200092, China);Study on Practicability of The Structural Vibration Semi-active Control Technology[J];Earthquake Resistant Engineering;2005-02
China Proceedings of conference Full-text Database 5 Hits
1 FU Zhuo;CHEN Siwei School of Traffic and Transportation Engineering Central South University, Changsha 410075;The Current Situation and Development Trends on Vehicle Routing Problems[A];[C];2004
2 WANG Xiao-dong LIU Quan-li WANG Wei SHI Hao(1.Faculty of Information Science and Engineering,Northeastern University,Shenyang 110006,China;2.Research Center of Information and Control,Dalian University of Technology,Dalian 116024,China);An improved expert system and its application in automatic combination of stacks of steel coils[A];[C];2005
3 Zhu Ming, Liu Wei, Hu Shuo (Image Processing Laboratory,changchun Institute of Optics Fine Mechanics and Physics,Chinese Academy of Sciences, Jilin Changchun 130033, China);High-performance Miniature Video Tracker Design and Implementation[A];[C];2005
4 Chen Zhiwang Yang Jingming Wang Hongrui Institute of Electric Engineer,Yanshan University,Qinhuangdao 066004 czwaaron@ysu.edu.cn;The Design of Hydraulic Bending Roll Flatness Control System Based on the Fuzzy-neural Network[A];[C];2005
5 SHAO Xiao-gen,XIAO Li-qing,HAN Cheng-chun Xuzhou Institute of Technology,Xuzhou 221008,China;Optimization of PID Parameters Based on Genetic Algorithm and Interval Algorithm[A];[C];2009
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