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《Journal of Chongqing University(Natural Science Edition)》 2003-09
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Immune Algorithm and Its Application to Multi-modal Function Optimization Based on Immune Response Principle

ZHANG Zhuhong1,2, HUANG Xiyue1(1. College of Automation, Chongqing University, Chongqing 400044,China;2. Deparetment of Mathmaticsa, Guizhou University, Guizhou 550025,China)  
An immune algorithm, applied to multi-modal function optimization, is proposed based on real decoding and niche and immune response principle of the immune system to be compared with GA. Its key is to design evaluating rule for antibodies and affinition mutation operator, and introduce niching technology to strength population diversity. It has such properties as determining population size automatically, parallel search optimum, strong robustness, and so forth. Besides, its convergence is proved. Simulation shows that the algorithm is better than the algorithm REGA, which hints that immune algorithms are a potential research area.
【CateGory Index】: O241
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2 WU YALI DUAN FU;Application of Immune Algorithm in Vehicle Scheduling Problem[J];微计算机信息;2007-27
3 GU Feng1,AI Qian1,LING Jian-feng2(1.School of Electronic Information Electrical Engineering,Shanghai Jiaotong University,Xuhui District,Shanghai 200030,China;2.Shanghai Municipal Electric Power Company,Qingpu District,Shanghai 201700,China);A Comprehensive Model of Power Load Forecasting based on Niche Immune Algorithm[J];电网技术;2007-S1
4 ZHANG Zhu-hong~(1,2), HUANG Xi-yue~1, HU Xiao-bian~1(1.College of Automation, Chongqing University, Chongqing 400044,China2.Deparetment of Mathematics, Guizhou University, Guiyang Guizhou 550025,China;);Immune Algorithm Based on Humoral Immunity for Mobile Robotic Path Programming[J];计算机仿真;2005-03
Chinese Journal Full-text Database 6 Hits
1 ZHANG Zhu -hong, HUANG Xi -yue, HU Xiao -bing (College of Automation,Chongqing University,Chongqing 400044,China);A Genetic Algorithm Based on Repeating Crossover and Optimum Maintaining Strategy[J];重庆大学学报(自然科学版);2002-07
2 Lv Gang 1 Zhao Heming 2 Tan Dejian 11 (Information and Electrical College,China University of Mining Technology ,Xuzhou221008) 2 (Department of Correspondence and electronics engineering,Suzhou2150 21);The Application and Development of Artificial Immune Systems[J];计算机工程与应用;2002-11
3 WANG Lei,PAN Jin,JIAO Li-cheng (Key Lab for Radar Signal Processing,Xidian Univ.,Xi′an 710071,China);The Immune Algorithm[J];电子学报;2000-07
4 CAO Xian bin LIU Ke sheng WANG Xu fa (University of Science and Technology of China Hefei 230026);SOLVE PACKING PROBLEM USING AN IMMUNE GENETIC ALGORITHM[J];小型微型计算机系统;2000-04
5 Cao Xianbin, Zheng Zhen, Liu Kesheng, Wang Xufa (Department of Computer Science and Technology, University of Science and Technology of China, Hefei 230026);Research on Quadratic Assignment Problem Using an Immune Evolution Strategy[J];计算机工程;2000-03
6 WANG Xufa ZHANG Xianjun CAO Xianbin ZHANG Jun FENG Lei (Department of Computer Science and Technology, University of Science and Technology of China Hefei 230026);AN IMPROVED GENETIC ALGORITHM BASED ON IMMUNE PRINCIPLE[J];小型微型计算机系统;1999-02
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2 Ding Haijun,Li Fenglei College of Computer&Information Engineering, Hohai Univ. Changzhou 213022,China;Bee Colony Algorithm For TSP Problem And Parameter Improvement[J];中国科技信息;2008-03
3 Zhou Zheng-wu~1,Ding Tong-mei~(1,2),Tian Yi-hong~(2,3),Wang Xiao-feng~(2,4)(1.College of high-grade technician,Boluo Guangdong 516100,China;2.College of mechanical and engineering,Tianjin university,Tianjin 300072,China;3.Chengde college of high-grade technician,Chengde Hebei 067400,China;4.Zhengzhou vocational college of technology,Zhengzhou Henan 450121,China);The study and application of genetic algorithm optimization toolbox in Matlab[J];机械研究与应用;2006-06
4 WANG Cui-ru Du Juan;The Design and Analysis for Optimized Combination Prediction[J];东北电力技术;2006-06
5 (Department of Electronics, the Ocean University ofChina, Qingdao Shandong 266071, China ) Jiang,Pujing;Vehicle routing problem using genetic algorithms[J];微计算机信息;2006-15
6 Yan Xinchi An Weiguang Zhao Weitao(School of civil Eng.,Harbin Engineering University,Harbin 150001,China);Adaptive Immunity Genetic Algorithm[J];应用力学学报;2005-03
7 PENG Wei,CHEN Li-jun (Shenyang Inst. of Automation, Chinese Academy of Sciences, Shenyang 110016, China);Mixed material inputting ratio algorithm for production planning in cold rolling production line[J];计算机集成制造系统;2005-04
8 ZHONG Bo,LIU Chao lin (Department of Statistics and Actuarial Science,College of Mathematics and Science,Chongqing University,Chongqing 400044,China);Combining Prediction Methods Based on Immune Algorithms[J];应用数学;2004-S2
9 LI Yao-hua, NING Shu-shi, WANG Wei, ZHANG Da-bo (Research Center of Information and Control, Dalian University of Technology, Dalian 116024, China);Production Planning Model and Algorithm of Rolling Plant Based JIT[J];控制工程;2004-04
10 PENG Wei~1,LIU Ai-guo~2 (1.Shenyang Inst. of Automation, Chinese Academy of Sciences, Shenyang110016, China; 2.Dep. of Information Technology, Shenyang Television Univ., Shenyang110003, China);Method and Mode of Material Planning to Balance Load for Cold-rolling Mill[J];计算机集成制造系统;2004-06
【Secondary References】
Chinese Journal Full-text Database 4 Hits
1 BAO Guang-hui1,2,XIONG Yun-chao1,AI Qian1(1.Department of Electrical Engineering,Shanghai Jiaotong Univ.,Shanghai 200240,China;2.Shanghai Municipal Electric Power Company,Shanghai 200122,China);Approach for Forecasting Super-term Load Based on Immune Algorithm[J];华东电力;2010-12
2 HU Xuan-zi1,XIE Cun-xi2(1.Department of Computer Engineering,Dongguan Polytechnic,Dongguan 523808,Guangdong,China;2.School of Mechanical & Automotive Engineering,South China University of Technology,Guangzhou 510610,Guangdong,China);A robot local path plan based on an artificial immune network[J];山东大学学报(理学版);2010-07
3 PENG Guang-jin,YU Ji-hui,WEI Jun-tao,YANG Guang(State Key Laboratory of Power Transmission Equipment & System Security and New Technology,Chongqing University,Chongqing 400030,P.R.China);Cost forecast model for power engineering based on feature extraction and small-sample learning[J];重庆大学学报;2009-09
4 GU Huo-yan (Changsha University of Science & Technology, Changsha 410076, China);Application of Immune Algorithm in Emergency Logistics Distribution VRP[J];物流科技;2008-11
【Secondary Citations】
Chinese Journal Full-text Database 7 Hits
1 Huang Huixian Shi Zhongke(Information Engineering College, Xiangtan University, Xiangtan 411105, China) (Dept. of Automatic Cont. Eng., Northwestern Polytechnical Univ., Xi'an 710072, China);A HYBRID ALGORITHM FOR FINDING GLOBAL OPTIMUM WITH GENETIC ALGORITHM[J];电子与信息学报;2001-09
2 Liu Kesheng; Zhang Jun; Cao Xianbin; Wang Xufa (Department of Computer Science and Technology,University of Science and Technology of China,Hefei 230026);An Algorithm Based on Immue Principle Adopted in Controlling Behavior of Autonomous Mobile Robots[J];计算机工程与应用;2000-05
3 CAO Xian bin LIU Ke sheng WANG Xu fa (University of Science and Technology of China Hefei 230026);SOLVE PACKING PROBLEM USING AN IMMUNE GENETIC ALGORITHM[J];小型微型计算机系统;2000-04
4 Yang Zhenqiang Wang Changhong Zhuang Xianyi (Harbin Institute of Technology, Haerbin 150006);ADAPTIVE PROBABILITIES OF SELECTION,CROSSOVER AND MUTATION IN GENETIC ALGORITHMS[J];电子科学学刊;2000-01
5 Wu Zhiyuan and Shao Huihe (Department of Automation,Shanghai Jiaotong University·Shanghai,200030,P.R.China) Wu Xinyu (Department of Basic Courses,Nanjing Institute of Posts and Telecommunications,P.R.China);A New Adaptive Genetic Algorithm & Its Application in Multimodal Function Optimization[J];控制理论与应用;1999-01
6 Cao Xianbin Zhuang Zhenquan (Dept. of Computer Science, University of Science and Technology of China, Hefei 230026) (Dept. of Electronic Engineering, University of Science and Technology, Hefei 230026);AN EVOLUTION STRATEGY TO THE THREE DIMENTIONAL PACKING PROBLEMS BASED ON HEURISTIC EXPERIENCE[J];电子科学学刊;1998-03
7 YUN Weimin and XI Yugeng(Department of Automation, Shanghai Jiao Tong University. Shanghai, 200030, PRC);The Analysis of Global Convergence and Computational Efficiency for Genetic Algorithm[J];控制理论与应用;1996-04
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