Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
Add to Favorite Get Latest Update


ZHANG Jun ①, LIU Ke Sheng ①, and WANG Xu Fa ② ①(Department of Electronic Science and Technology ,University of Science and Technology of China, Hefei 230026) ②(Department of Computer Science and Technology ,University of Science a  
With the combination of artificial neural network, genetic algorithm, and immune system theory, the immune modulated symbiontic evolution (IMSE) method in neural network design is proposed. By evolving a population of neurons instead of neural networks, great computation pressure is alleviated. At the same time by utilizing the adjustment of antibody chrome and the maintenance of individual diversity, immune modulation is used effectively in preventing premature convergence and promoting population diversity. This method is verified in a pattern discrimination learning task. The experimental result shows IMSE can be used to design robust and efficient neural network.
【Fund】: 国家自然科学基金项目!(项目编号 696710 2 9)
【CateGory Index】: TP18
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 10 Hits
1 YANG Bo,WANG Ya-dong,SU Xiao-hong(School of Computer Science and Technology,Harbin Institute of Technology,Harbin 150001,China,);A hybrid algorithm based on chips[J];Journal of Harbin Institute of Technology;2006-05
2 ZHANG Jing,ZHOU Quan (College of Electrical and Information Engineering, Hunan Univ, Changsha410082,China);Study on the Optimization of Logistics Distribution VRP Based on Immune Clone Algorithm[J];Journal of Hunan University (Natural Science);2004-05
3 ZHANG Chang-sheng,OUYANG Dan-tong,YUE Na,ZHANG Yong-gang(College of Computer Science and Technology,Jilin University,Changchun 130012,China;Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education,Jilin University,Changchun 130012,China);A Hybrid Algorithm Based on Genetic Algorithm and Levenberg-Marquardt[J];Journal of Jilin University(Science Edition);2008-04
4 Zhang Nan1,2 Li Zhishu1 Zhang Jianhua1,2 Li Qi3 1(Department of Computer Science,Sichuan University,Chengdu 610065) 2(Department of Computer Science,Southwest University for Nationalities,Chengdu 610041) 3(Computer Software Lab,Sichuan Normal University,Chengdu 610068);A Distributed Intrusion Detection Technique Based on Immune Fusion Method[J];Computer Engineering and Applications;2005-17
5 Zhou Quan Zhang Jing (College of Electrical and Information Engineering,Hunan University,Changsha 410082);Immune Algorithm Based on Clonal Selection Principle[J];Computer Engineering and Applications;2005-21
6 JIANG Xin-nong,WANG Wen-xiang(Department of Computer Science and Technology,USTC, Hefei Anhui 230027,China);Optimization of the Weights of BP Network Based on Modified Immune Clonal Algorithm[J];Computer Simulation;2007-02
7 XU Xiao-hui,HUANG Jian-ling(College of Mathematics and Computer Science,Shangrao Normal College,Shangrao 334001,China);Research on RBF Network Learning Method Based on Cooperative Co-evolution Immunity[J];Computer and Modernization;2010-07
8 XUE Wen-tao, WU Xiao-bei, ZHAI Yu-qiang, XU Zhi-liang(Institute of Automation,Nanjing University of Science and Technology,Nanjing 210094,China);Neural Network PID Control on 3D Hover Model[J];Control Engineering of China;2009-02
9 WU Bin, SU Liang-yu, XIE Gang;The Application of IGA(Immune Genetic Algorithm) Based on the Similarity and Vector Distance in the Function Optimization[J];Sci-Tech Information Development & Economy;2007-17
10 LI Mao-jun, LUO An, TONG Tiao-sheng (College of Electrical & Information Engineering, Changsha University of Science & Technology, Hunan Changsha 410077, China; College of Information Science & Engineering, Central South University, Hunan Changsha 410083, China; College of Electrical & Information Engineering, Hunan University, Hunan Changsha 410082, China);Artificial immune algorithm and its applications[J];Control Theory & Applications;2004-02
China Proceedings of conference Full-text Database 2 Hits
1 REN Wei-jian HUO Feng-cai WANG Ai-jun Faulty of Electricity and Information Engineering,Daqing Petroleum Institute,Daqing 163318,China.;Artificial immune system's theory and its application[A];[C];2004
2 ZHU Yu School of Environment Science and Spatial Informatics China University of Mining and Technology Xuzhou,Jiangsu,221008,China ZHANG Hong,KONG Ling-dong School of Environment Science and Spatial Informatics China University of Mining and Technology Xuzhou,Jiangsu,221008,China line 4:;Research of Coal and Gas Outburst Forecasting Based on Immune Genetic Neural Network[A];[C];2009
Chinese Journal Full-text Database 6 Hits
1 LIU Gang, ZHONG Xiao-jun, DONG Peng(Department of Management Science,Naval University of Engineering,Wuhan 43003,China);Research on warship electronic equipments spare parts optimize model based on genetic algorithm and neural network[J];Ship Science and Technology;2008-05
2 ZHAI Yifeng1, LI Hongyan2, LIU Hanbing3, YUAN Ximin4(1.College of Hydraulic and Civil Engineering,Dalian University of Science and Technology,Dalian 116023,China; 2.College of Managment and Economy,Beijing University of Science and Technology,Beijing 100081,China; 3.College of Transportation,Jilin University,Changchun 130025,China; 4.China Institute of Water Resources and Hydropower Research,Beijing 100038,China);Method for optimizing initial weights of ANNs by GAs[J];Journal of Jilin University of Technology(Natural Science Edition);2003-02
3 RONG Li-xia1,LIU Jin-liang2 1.Dept. of Computer,Dezhou University,Dezhou,Shandong 253023,China 2.Dept. of Mathematics,Dezhou University,Dezhou,Shandong 253023,China;Application to defect of pile of neural network based on GA-BP algorithm[J];Computer Engineering and Applications;2008-13
4 LIU Mingjun,LI Hengtang,JIANG Zaibing(Xi'an Research Institute,China Coal Technology and Engineering Group Corp,Xi'an 710054,China);Application of genetic-BP neural network model in lithology identification by logging data in Binchang mining area[J];Coal Geology & Exploration;2011-04
5 GU Xiao-ping1,2,WANG Chang-yao2,YUAN Shu-jie3(1.Institute of Mountainous Environment and Climate of Guizhou,Guiyang 550002,China;2.State Key Laboratory of Remote Sensing Science,Institute of Remote Sensing Apllication,CAS,Beijing 100101,China;3.Heibei Agricultural University,Baoding 100037,China);GA-BP ANN MODEL FOR RIVER CATCHMENT PRECIPITATION FORECAST[J];Journal of Tropical Meteorology;2006-03
6 (Department of Computer Science & Technology,Ocean University of China, Qingdao ,266071,China)Zhuo,Xiaoyan;Optimal Design Of Artificial Neural Network Based On Estimation Of Distribution Algorithm[J];Control & Automation;2005-20
Chinese Journal Full-text Database 10 Hits
1 LUI Zi-yu 1, ZHAO Ling-di 1, ZHANG Zhong-kui 2 (1. Ocean University of Qingdao,Qingdao 266071, China; 2. Laoshan Branch, Enviromental Protection Bureau of Qingdao, Qingdao 266061, China);STUDY ON THE MEASURES FOR CONSTRUTING ECOCITY[J];Coastal Engineering;2002-02
2 SUN Wei-dong1 YAN Jun-yin2 LI Yong-hui2 (1 Tianjin University,Tianjin,300072) (2 Shijiazhuang University of Economics,Shijiazhuang,Heibei 050031);The Quantificational Appraisal of Sustainable Development of Shijiazhuang City[J];Journal of Shijiazhuang University of Economics;2000-06
3 WU Zhi-feng1,CHEN Dong-xia2 (1.School of Information Engineering,ShiJiaZhuang University of Economics,Shijiazhuang Hebei,050031 China;2.School of Mathematic and Computer Science,NanJing Normal University,Nanjing Jiangsu 210097,China);A model for knowledge discovery in database based on rough set theory[J];Journal of the Hebei Academy of Sciences;2006-04
5 WANG Da-cheng~1, GAO Ci-wei~1, CHENG Hao-zhong1, XI Xun~2, ZHU Jie~2, ZHANG Yong~2 (1. Electrical Engineering Dept., Shanghai Jiaotong Univ., Shanghai 200030, China; 2. Pudong Power Supply Company, SMEPC, Shanghai 200122, China);Comprehensive model of power load forecasting based on artificial immune algorithm[J];East China Electric Power;2004-03
6 LI Li~1, HUA Dong~2(1. Shanghai Univ. of Electric Power, Shanghai 200093, China;2. South China Univ. of Technology, Guangzhou 510640, China);Node numbering plan for distribution network topology and its flow calculation[J];East China Electric Power;2005-04
7 DENG Yue 1, WANG Zheng 1,2 , XIONG Yun bo 1, WANG Ling yun 1, WU Jian Ping 1, SONG Xiu kun 1 (1. Urban & Environmental Dynamics and Geocomputation Laboratory, East China Normal University, Shanghai 200062, China; 2. Institute of Poli;The Evolvement and Estimation of Urban Structure of Shanghai[J];Journal of Eastchina Normal University(Natural Science);2002-02
8 MoHongwei, JinHongzhang, WangKejun (Automation College,Harbin Engineering University, Harbin 150001, China);The Study of Intelligence Algorithm Based on Biology System[J];Heilongjiang Electronic Technology;2002-02
9 MO Hong-wei ,JIN Hong-zhang (School of Automation,Harbin Engineering University,Harbin 150001,China);The modified immune diversity algorithm used in function optimization[J];Journal of Harbin Engineering University;2004-01
10 ZHANG Zhi-meng,LIU Bo-sheng (College of Underwater Acoustic Engineering,Harbin Engineering University,Harbin 150001,China);Simulation study of sound speed profile inversion in shallow water using genetic simulated annealing algorithm[J];Journal of Harbin Engineering University;2006-04
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 CAO Peng-bin,XIAO Min(School of Mechanical & Electrical Engin.,Wuhan Institute of Tech.,Wuhan 430073,China);Research on Product Creative Design Based on Artificial Immune System[J];Journal of Hubei University of Technology;2010-04
2 PENG Yuan,ZHANG Chun-Liang,ZHAO Hui(College of Mechanical Engineering,Nanhua University,Hengyang,Hunan,421001,China);Fault Diagnosis of Nuclear Equipment Based on Artificial Immune System[J];Nuclear Power Engineering;2008-02
3 XIE Jing-xin 1,2,CHENG Chun-tian3,TONG Lei-guang1(1.College of Mechanical and Electronic Engineering,Hebei Agricultural University,Baoding 071001,China;2.School of Electronic and Information Engineering,Dalian University of Technology,Dalian 116024,China;3.Dept.of Civil Engineering,Dalian University of Technology,Dalian,116024,China);An improved artificial immune algorithm for multimodal optimization[J];Journal of Harbin Institute of Technology;2009-07
4 JIA Jin,ZHANG Jun-fang(College of Power Engineering,NJUST,Nanjing 210094,China);Research on Generator Unit Optimal Commitment Based on the Genetic Algorithm[J];Journal of Hohai University Changzhou;2007-01
5 Wang Huibin Shen Fumin (Xidian Univercity, Xi'an 710071);Application of Minimum-Entropy Criterion in Radar Signal Processing[J];Fire Control Radar Technology;2004-04
6 SUN Li,QIAN Feng,LUO Na(Key Laboratory of Advanced Control and Optimization for Chemical Process,Ministry of Education,East China University of Science and Technology,Shanghai 200237,China);Hybrid Ant Colony Algorithm Based on the Superior Peptide and Immune Memory[J];Journal of East China University of Science and Technology(Natural Science Edition);2009-04
7 WANG Tong,QIAO Pei-li(College of Computer Science & Technology,Harbin Univ.Sci.Tech.,Harbin 150080,China);Design of a Detector Maturation Algorithm Inspired by T-cell Immunity and Tolerance[J];Journal of Harbin University of Science and Technology;2007-01
8 BA Hai-tao(Department of Automatic Control Northwestern Polytechnical University,Xi'an 710072,China);Research of Path Planning for Unmanned Aircraft Vehicle based on Artificial Immune Genetic Algorithm[J];Fire Control and Command Control;2007-11
9 ZHANG Chun-he,LI Hui-fang,JIA Peng (School of Electrical & Information,Northwestern Polytechnical University,Xi'an 710072,China);An Improved Algorithm of Back Propagation based on Enlarging Error[J];Fire Control and Command Control;2009-07
10 SONG Xiao-lin~(1,2),YU De-jie~(1,2),YIN Zhi-hong~(1,2),JIN Yao~2(1.State Key laboratory of Advanced Design and Manufacture for Vehicle Body,Hunan Univ,Changsha,Hunan 410082,China;2.College of Mechanical and Automotive Engineering,Hunan Univ,Changsha 410082,China);Study on Immune Control Strategy Based on Vector Distance for Automotive Active Suspension[J];Journal of Hunan University(Natural Sciences);2006-04
China Proceedings of conference Full-text Database 10 Hits
1 Yang Licai, Jia Lei, Kong Qingjie (School of Control Science and Engineering, Shandong University, Ji' nan 250061);Study of Dynamitic Route Guidance Algorithm Based on Artificial Immune System[A];[C];2005
2 Hu Yuanyuan Xu Jiayi College of Applied Mathematics,University of Electronic Science and Technology of China,Chengdu,610054;A Design of a New Manpower Immunity Arithmetic[A];[C];2007
3 XIONG Xiao-bo~(1,2) GUI Guo-qing~1 ZHENG Ming-xin~2 XU Jian-cong~3 MA Shu-zhi~4 (1. Institute of Technology Jinggangsan University, Ji'an 343009, China; 2. School of Civil Engineering, East China Jiaotong University, Nanchang 330013, China; 3. College of Civil Engineering, Tongji University, Shanghai 200092, China; 4. Engineering Faculty, China University of Geosciences, Wuhan 430074, China);Research on deformation prediction for deep foundation pit based on the artificial immune RBF neural network[A];[C];2008
4 ZHENG Hong LI Li SUN Tao (Research Center for Intelligent Image Processing and Analysis,School of Electronic Information,Wuhan University,Wuhan 430079);An Immune Approach for Ship Detection from High Resolution Satellite Images[A];[C];2006
5 Gu Ling-kang~1 Zhou Ming-zheng~1 LIN Hong-ji~2 1.CS Dept.of Anhui University of Technology and Science, 2.College of Mathamatic & Computer Science,FuZhou University.Wuhu,Anhui 241000,China);Image Recognition Applied to Intelligent Monitoring System Based on Immune Clonal Clustering Algorithm and SCNN[A];[C];2008
6 LIU Jiang-bo~1 SHI Yao-zhong~1 ZHAO Ming-hua~2 1.Hainan Provincial Highway Surveying and Designing Institute,Haikou,Hainan 570206,China; 2.Institute of Geotechnical Engineering of Hunan Univ,Changsha,Hunan 410082,China;Title Study on Sttlement Forecast Intelligent Calculation Method of Soft Soil Roadbed Embankment[A];[C];2008
7 Lu Gang Zhao Heming (Electronic Information College, Suzhou University,Suzhou,215021,China);An Immune Algorithm to Optimize the weights of Feed-forward Neural Networks[A];[C];2003
8 YANG Fu-gang1,SUN Tong-jing1,SONG Song-lin2(1.School of Control Science and Engineering,Shandong University,Ji'nan 250061,China;2.Shandong Xinhua Medical Instrument Co.,Ltd,Zi'bo 255000,China);Application of artificial immune algorithm in foreign particles detection in glass bottles liquids[A];[C];2007
9 Bin Liu,Nan Jiang,Yan Zheng and Yuanwei Jing are with Faculty of Information Science and Engineering,Northeastern University,110819,Shenyang,Liaoning,P.R.of China.Bin Liu is Panjin Electrical Power Administration,124010,Pan Jin,Liaoning,P.R.of China.;Simulation of Cost Optimal Control of the Transmission Congestion Management in Electricity Systems[A];[C];2011
10 Sun Kai Department of Automation, Shanghai Jiao Tong University, Shanghai, China Yang Gen-ke Department of Automation, Shanghai Jiao Tong University, Shanghai, China;Solving Cost-Driven Job-shop Scheduling Problem by Hybrid Scatter Search[A];[C];2008
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved