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《Journal of Harbin Institute of Technology》 2003-07
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Multi-layer feedforward neural network based on ant colony system

HONG Bing-rong, JIN Fei-hu, GAO Qing-ji (School of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, China,E-mail; fhjin@0451. com)  
Back Propagation is a kind of feedforwad neural networks widely used in many areas, but it has some shortcomings, such as low-precision solutions, slow search speed and easy convergence to the local minimum points. Ant colony system is a novel simulated evolutionary algorithm. Ant system has positive feedback, distributed computation, and use of a constructive greedy heuristic. These characteristics account for rapid discovery of good solutions and easy to realize distributed computation. The combination of ant system with neural network is adopted so that a nonlinear model can be identified and an inverted pendulum controlled. Simulation results show that extensive mapping ability of neural network and rapid global convergence of ant system can be obtained by combining ant system and neural network.
【Fund】: 国家高技术研究发展计划资助项目(2001AA422270)
【CateGory Index】: TP18
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【References】
Chinese Journal Full-text Database 10 Hits
1 SHI Ding-ding,PAN Hong-xia(College of Information and Communication Engineering,North University,Taiyuan 030051,China);Ant Colony Algorithm Application to the Fault Diagnosis of Motor[J];Large Electric Machine and Hydraulic Turbine;2009-01
2 Cui Mingyue Gou Xinke (Lanzhou University of Technology,Lanzhou Gansu 730050,China);PID Control Based on GA-BP Neural Network[J];Electrical Automation;2009-05
3 ZOU Zheng-da,SUN Ya-ming,ZHANG Zhi-sheng (School of Electrical Engineering and Automation,Tianjin University,Nankai District,Tianjin 300072,China);SHORT-TERM LOAD FORECASTING BASED ON RECURRENT NEURAL NETWORK USING ANT COLONY OPTIMIZATION ALGORITHM[J];Power System Technology;2005-03
4 ZHANG Wenfeng;PENG Xiangyang;ZHONG Qing;CHEN Ruimin;LIU Zhengjun;ZUO Zhiquan;LUO Zhibin;Guangdong Power Grid Corporation;Electric Power Research Institute of Guangdong Power Grid Corporation;Chinese Academy of Surveying and Mapping;;Status Quo and Expectation of Safety Inspection Technology for Electric Power Lines Based on Remote Sensing[J];Guangdong Electric Power;2014-02
5 LIU Xin-ping,TANG Lei,JIN You-hai(College of Computer & Communication,China University of Petroleum,Dongying 257061,China);Research on Simple Hidden-layer Extending Model of BP Neural Network and Its Training Algorithm[J];Control and Instruments in Chemical Industry;2008-02
6 PANG Qing-le1, SUN Tong-jing2, SUN Bo2, ZHONG Mai-ying2 (1.School of Information and Electronic Engineering, Shandong Institute of Business and Technology,Yantai 264005, China; 2.School of Control Science and Engineering,Shandong University,Jinan 250061,China);Ant colony algorithm and neural network based fault line detection method for distribution network[J];Relay;2007-16
7 WEI Ping,XIONG Wei-qing,JIANG Bao-chuan Institute of Computer Science and Technology,Ningbo University,Ningbo,Zhejiang 315211,China;Multi-layer feedforward neural network based on binary ant colony algorithms[J];Computer Engineering and Applications;2007-26
8 HUANG Zhi-xiong,ZHANG Deng-ke,LI Qun-hui(School of Information Science and Engineering,Central South University,Changsha 410075,China);Ant Colony Algorithm and Summary of Its Improved Algorithms[J];Computing Technology and Automation;2006-03
9 LIU Xin-ping1,2,TANG Lei1,JIN You-hai2(1.School of Computer & Communication Engineering,China University of Petroleum,Dongying 257061,China;2.School of Mechatronics Engineering,China University of Petroleum,Dongying 257061,China);Extending hidden-layer backpropagation neural network and its' training algorithm[J];Computer Integrated Manufacturing Systems;2008-11
10 YAN Chen,WANG Zhi-jie(Department of Automation,College of Information Science and Technology,Donghua University,Shanghai 201620, China);Study on Combinatorial Optimization Problem represented by TSP: Recent Research Work and Perspective[J];Computer Simulation;2007-06
China Proceedings of conference Full-text Database 2 Hits
1 REN Wei-jian~1 CHEN Jian-ling~1 HAN Dong~2 WANG Feng-yu~3 1.Daqing Petroleum Institute,Faculty of Electric and Information Engineering,Daqing 163318,China; 2.Tengfei Construction Project Ltd,CNPC Daqing Petroleum Founders Corporation,Daqing 163000,China; 3.Fuel Enginery Power Plant,CNPC Daqing Petroleum Power Corporation,Daqing 163000,China.;Survey of ant colony algorithm[A];[C];2007
2 Cao xiaoxin Li ning Huang dao (ECUST Sub-CENTER State Engineering Research of Industrial Automation, Shanghai, 200237);The application of the fuzzy neural network based on mixed ant colony search algorithm[A];[C];2004
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHENG Shaoying,CHEN Jingru (Qingdao Univeisity of Technology,Qingdao 266033,China);The application research on risk evaluation of quality of reinforced concrete construction based on artificial neural network[J];Sichuan Building Science;2009-06
2 WANG Quanfeng,ZHENG Hao ( College of Civil Engineering,Huaqiao University,Quanzhou 362021,China);Choice of structural styles for tall building based on radial basis function neural network[J];Sichuan Building Science;2010-05
3 YU Bing-rong1,ZHOU Ming-Long2,LI Ling-chun2(1.Anhui Technical College of Mechanical and Electrical Engineering,Wuhu 241000,China;2.Anhui Polytechnic University,Wuhu 241000,China);The analysis of fault diagnosis for automotive engine based on genetic algorithm,wavelet transform and neural Network[J];Journal of Anhui Polytechnic University;2011-01
4 LU Li shun et al;Neural Network Based Prediction of Correlation between Pile Deformation and Its Nearby Foundation Pit[J];Underground Space;2003-04
5 TAN Ding-zhong,ZHANG Li-xun, YANG Yong,WANG Lan,MENG Qing-xin (College of Mechanical and Electronic Engineering,Herbin University of Engineering,Herbin 150001,China);Research on Optical Fiber Type Slide Tactile Sensor for Underwater Robot[J];SEMICONDUCTOR OPTOELECTRONICS;2000-05
6 CHENG Yu-fang (College of Computer Science, Southwest University of Science & Technology, Mianyang 621010, China);PID Tune-up Control Based on BP Network[J];Ordnance Industry Automation;2005-05
7 DUAN Huida, ZHENG Deling, LIU Cong Information Engineering School, University of Science and Technology Beijing, Beijing 100083, China;Modeling and Application Based on Diagonal Recurrent Neural Network[J];Journal of University of Science and Technology Beijing;2004-01
8 WANG Mei ling, ZHANG Chang jiang, FU Meng yin, XIAO Xuan (Dept. of Automatic Control, Beijing Institute of Technology, Beijing100081, China);Simulation Study of a Kind of Wavelet Neural Network Algorithm Used in Approaching Non-Linear Functions[J];Journal of Beijing Institute of Technology;2002-03
9 FEI Qing~1,ZHAN Shou-yi~2,HU Hao-ping~1,ZHANG Di-sheng~1(1.Department of Automatic Control,School of Information Science and Technology, Beijing Institute of Technology, Beijing100081, China;2.Department of Computer Science and Engineering,School of Information Science and Technology, Beijing Institute of Technology, Beijing100081, China);Hot Strip Width Prediction and Setup with Neural Networks[J];Journal of Beijing Institute of Technology;2004-12
10 DING Yan-chao,WANG Bao-shou(China Ship Scientific Research Center,Wuxi 214082,China);Study on the thrust vector control trajectory of underwater vertical launching missile[J];Journal of Ship Mechanics;2011-Z1
China Proceedings of conference Full-text Database 5 Hits
1 Yang Jia~1 Xu Qiang~2 Cao Changxiu~1 (1 College of Automation,Chongqing University,Chongqing 400030,China 2 College of Computer Science and Information Engineering,Chongqing Technology and Business University,Chongqing 400067,China);New optimization algorithm for boiler combustion system[A];[C];2007
2 Du Libin~(1,2) Ren Guoxing~(1,2) Zhang Yingying~(1,2) Liu Yan~(1,2) (1 Shandong Academy of Sciences Institute of Oceanographic Instrumentation Qingdao 266011 China; 2 Shandong Ocean Environment Monitoring Technology Key Lab Qingdao 266011 China);Algorithm of data repairing for current profiler based on neural networks[A];[C];2008
3 ;Nonlinear model predictive control at the DCS system[A];[C];2007
4 Bian Yadong Ji Xiaopeng Cao Hongyang Zhang Yuguo ( Department of Civil Engineering and Architecture, Zhongyuan University of Technology, Zhengzhou, 400007;Foundation Engineering Division, Avic Institute of Geotechnical Engineering, Beijing 100086; College of Prospecting Techniques, Shijiazhuang University of Economics, Shijiazhuang 050031);ANALYSIS OF SLOPE STABILITY BASED ON BP NEURAL NETWORK[A];[C];2006
5 Wei Xu, Baodi Xiao Signal & Communication Research Institute, China Academy of Railway Sciences.Beijing 100081, China;Train control simulation based on CMAC-PID algorithm[A];[C];2013
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHU Chun-jiang et al(Business School,Hohai University,Nanjing,Jiangsu 210098);Study on Ecological Agriculture Groundwater Level Forecast Based on Grey Theory BP Neural Network and D-S Theory[J];Journal of Anhui Agricultural Sciences;2006-05
2 HE Chi-yang(The Chemistry Dept. of Anqing Teachers College, Anqing 246011,China);Simultaneous Determination of Copper, Cobalt, Nickel and Zinc by Optimized Backpropagation Network with Levenberg-Marquart Algorithm[J];Journal of Anqing Teachers College(Natural Science Edition);2005-02
3 WANG Zhi-you,YU Hong-mei,WU Xiu-hong,DAI Jie-ying(School of Chemical Engineering,Anshan University of Science and Technology,Anshan 114044,China);Simultaneous determination of three kinds of coloring matter in beverage by ANN spectropotometry[J];Journal of Anshan University of Science and Technology;2005-Z1
4 Zhuang Changwen, Fan Mingyu, Li Chunhui, Yu Juebang(Department of Optoelectronic Technology, University of Electronic Science and Technology of China, Chengdu 610054);Ant Colony Switchbox Router Based on Coordination Mechanism[J];CHINESE JOURNAL OF SEMICONDUCTORS;1999-05
5 SHAO Xiaomei1) XU Yuqing2) YAN Changrong3) ( 1)Key Laboratory of Land Use, Ministry of Land and Resources, China Land Surveying & Planning Institute, Beijing, 100035; 2)Department of Land Resource and Administration, College of Resources and Environment, China Agricultural University, Beijing,100094; 3) Institute of Agricultural Environment and Sustainable Development, CAAS, Beijing, 100081);Wavelet Analysis of Rainfall Variation in the Yellow River Basin[J];;2006-01
6 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
7 LIU Jian, ZHENG Xiaoqi(School of Humanities and Social Science, Beijing University of Aeronautics and Astronautics, Beijing 100083,China);Assessment Technique for Retrieval Results from Educational Resource Database[J];Journal of Beijing University of Aeronautics and Astronautics(Social Sciences Edition);2003-03
8 Bo Yuming Guo Zhi Du Guoping(Nanjing University of Science and Technology, Nanjing, 210094) Yang Shaoyu(Institute of Artillery Equipment Technology);COMPLEMENTATION OF ARCHIBALD AND ANTIAIRCRAFT MISSILE IN LOW RANGE AIR AND ANTI-MISSILE DEFENCE[J];Acta Armamentarii;2002-02
9 ZHANG Xian-chun,GUO Zhi(School of Automation,Nanjing University of Science and Technology,Nanjing 210094,Jiangsu,China);Analytic Extension on the Approximation Function of Firing Tables[J];Acta Armamentarii;2008-05
10 ZHANG Jie LIU Xiao-ming HE Yu-long CHEN Yong-sheng (Beijing Key Lab of Traffic Engineering,Beijing University of Technology,Beijing 100022,China);Application of ARIMA Model in Forecasting Traffic Accidents[J];Journal of Beijing University of Technology;2007-12
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 JIA De-xiang1,HAN Jing2(1.State Power Economic Research Institute,Beijing 100761,China;2.Maanshan Power Supply Company,Maanshan 243000,China;);Ultra-short Term Load Forecasting Based on Modified BP Network[J];Journal of Anhui Electrical Engineering Professional Technique College;2008-03
2 CHENG Jia-tang,AI Li,XIONG Wei (Engineering College,Honghe University,Mengzi 661100,China);Fault Diagnosis for Rolling Bearings Based on Ant Colony Algorithm-Neural Networks[J];Bearing;2012-02
3 LIU Chen-fan1,CHEN Huan-xin1,XU Zhen2(1.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;2.The Surveying Brigade of Beijing Military Area Command,Beijing,100042,China);A Method of Effective Transportation by using Network Analysis[J];Geomatics & Spatial Information Technology;2009-05
4 HAO Jing1,ZHU Feng1,WANG Yun-ran2,LAN Hua1,XU Yun-shi1,LI Lin-lin3(1.Electrical Engineering College,Northeast Dianli University,Jilin 132012,Jilin,China. 2.Topdrive Service of GWDC,Beijing 100020,China. 3.Liaoning Fushun Power Supply Company Protection Institute of Automation,Fushun 113008,Liaoning,China);Fuzzy PSO-BP Neural Network Method of Distribution Network Fault Line[J];Electrical Measurement & Instrumentation;2011-12
5 Zhang Haiping He Zhengyou Zhang Jun (Southwest Jiaotong University Chengdu 610031 China);A Fault Line Detection Method for Indirectly Grounding Power System Based on Quantum Neural Network and Evidence Fusion[J];Transactions of China Electrotechnical Society;2009-12
6 WANG Fang,JIANG Chang-sheng(College of Automatic Control Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);On genetic algorithm and ant colony algorithm for multi-target attacking in multi-aircraft cooperative combat[J];Electronics Optics & Control;2008-10
7 Ji Zhangjian1,2),Yuan Yunbin1) and Sheng Chuanzhen1,2)1)Institute of Geodesy and Geophysics,Chinese Academy of Sciences,Wuhan 4300772)Graduate University of Chinese Academy of Science,Beijing 100049;GPS HEIGHT FITTING BASED ON CHAOS PARTICLE SWARM SUPPORT VECTOR MACHINE AND CONSIDERING EFFECT OF TERRAIN[J];Journal of Geodesy and Geodynamics;2010-02
8 ZHANG Zhi-sheng1,2,SUN Ya-ming1,ZHANG Shi-ying3(1.School of Electrical Engineering and Automation,Tianjin University,Tianjin 300072,China;2.School of Automation Engineering Qingdao University,Qingdao 266071,China;3.School of Management Engineering,Tianjin University,Tianjin 300072,China);Assessment on Performance of Fault Diagnosis Model Based on Fault-tolerance RBF-NN Using Ant Colony Algorithm[J];Proceedings of the Chinese Society of Universities for Electric Power System and Automation;2007-02
9 YIN Cheng-qun,KANG Li-feng,LI Li,WANG Hong-yun(Department of Electronic and Communication Engineering,North China Electric Power University,Baoding 071003,China);Short-term load forecast based on combination of wavelet transform and hybrid neural network[J];Electric Power Automation Equipment;2007-05
10 LIANG Dong,XING Jie-qing (Department of Modern Education Technology,Qiongtai Teachers College,Haikou 571100,China);Survey of Ant Colony Combination Clustering Algorithms[J];Computer Knowledge and Technology;2010-36
China Proceedings of conference Full-text Database 5 Hits
1 Liu Yitong,Fu Mengyin,Gao Hongbin School of Information Science and Technology,Beijing Institute of Technology,Beijing 100081,P.R.China;A Modified Particle Swarm Optimization Algorithm[A];[C];2007
2 SHI Hong-yan BEI Zhao-yu School of Information Science & Engineering,Shenyang University of Technology 110178,China;A Mixed Ant Colony Algorithm for Function Optimization[A];[C];2009
3 SHI Hong-yan BEI Zhao-yu School of Information Science & Engineering,Shenyang University of Technology 110178,China;Image Matching Based on Ant Colony Algorithm[A];[C];2009
4 Han Lu~(1,2),Xie Junqi~3 (1.China University of Geosciences,Beijing 100083,China;2.Key Laboratory of Land Use,the Ministry of Land and Resources of P.R.China,Beijing 100035;3.Beijing Municipal Bureau of Land and resources,Beijing 100013);Application of RBF Model in Land Use Efficiency—A Case Study in Yuzhong County,Gansu Province[A];[C];2010
5 JIANG Dong~1,ZHENG Kang-feng~1,HU Ying~2 (1.information Security Center,Beijing University of Posts and Telecommunications,Beijing 100876,China; 2.Police Army Beijing Command Academy,Beijing 100012,China);A Heuristic Network Topology Layout Algorithm Based on Ant Colony Algorithm[A];[C];2012
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