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《East China Electric Power》 2007-02
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Neural network models optimized by hybrid genetic-Tabu search and their application to power load forecast

WANG Shu-ling,XING Mian,LI Zhen-tao,SHEN Hong-lian,NI Gui-bo(Dept.of Mathematics & Physics,North China Electric Power Univ.,Baoding 071003,China)  
To solve the defects of the weights learning algorithm of neural network,the genetic algorithm and the Tabu search are combined to construct the neural network model.Application shows that compared with the genetic algorithm,the model has the advantages of quick convergence and high forecast accuracy.
【Fund】: 国家自然科学基金项目(50077007);; 高等学校博士点专项基金项目(20040079008)
【CateGory Index】: TM715
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【Citations】
Chinese Journal Full-text Database 10 Hits
1 Liu Liping Niu Yi (DongGuan University of Technology,Dongguan 523808,China);A Summary of Genetic Algorithm[J];Journal of Dongguan Institute of Technology;2005-03
2 ZHAO Yu-hong,XIAO Jin-feng,CHEN Zhong-ze(College of Electrical Engineering,Nanhua University,Hengyang 421001,China);Application of Hybrid Fuzzy Neural Network in Short-Term Load Forecasting[J];Proceedings of the CSU-EPSA;2006-02
3 ZHANG Fu-sheng1,WANG Hong1,HAN Ti2,SUN Xiao-qiang2,ZHANG Zhen-yu2,CAO Jin2 (1. Electrical Engineering School, Xian Jiaotong University,Xian 710049, Shaanxi Province, China; 2. Dispatching and Communication Center, Northwest branch, State Power Corporation of China, Xian 710004,Shaanxi Province, China);SHORT-TERM LOAD FORECASTING BASED ON PARTIAL LEAST-SQUARES REGRESSION[J];Power System Technology;2003-03
4 HUANG Jia-cheng,XIE Qi-feng (The Engineering Institute of Air Force Engineering University,Xi'an 710038,China);Air Combat Decision of Cooperative Multi-target Attack Based on Genetic Algorithms[J];Fire Control & Command Control;2004-01
5 Zheng Zhijun,Zheng Shouqi (Department of Computer Science and Technology,Xi'an Jiaotong University,Xitan 710049);Evolving Neural Network By An Adaptive Real-coded Genetic Algorithm[J];COMPUTER ENGINEERING AND APPLICATIONS;2000-09
6 FAN Rui~1,LI Guo- bin~1 ,JING Shao -guang~2 (1. Automation Institute, Harbin Engineering University, Harbin Heilongjiang 150001 ,China; 2. Second Design Department of CASIC, Beijing 100039 ,China);A Method of Mixed Neural Network Based on Real- coded Genetic Algorithm[J];Computer Simulation;2006-01
7 Tian Xuguang Song Tong Liu Yuxin(School of Electronic and Information Engineering,Dalian University of Technology,Dalian 116023);OPTIMIZING THE STRUCTURE AND PARAMETERS OF BP NEURAL NETWORK BASED ON GENETIC ALGORITHM[J];Computer Applications and Software;2004-06
8 WANG Hong-jun~1,TIAN Zheng~(1,2)(1.Department of Applied Mathematics,School of Science,Northwest Polytechnical University,Xi'an Shaanxi 710072,China;2.National Key Laboratory of Pattern Recognition,Institute of Automation,Chinese Academy of Sciences,Beijing 100080,China);Mixed autoregressive moving average model for modeling nonlinear time series[J];Control Theory & Applications;2005-06
9 ZHAN Yong, CHENG Hao-zhong, DING Yi-feng(School of Electronic, Information and Electrical Eng., Shanghai Jiaotong Univ., Shanghai 200030, China);The Application of Adaptive Neural Network in Short Term Load Forecasting[J];Journal of Shanghai Jiaotong University;2005-S1
10 Li Dawei(Anshan Institute of Iron and Steel Technology,Anshan 114002)Wang Li(Anshan Normal College,Anshan 114005)Wang Mengguang(Northeastern University,Shenyang 110006);GENETIC ALGORITHM AND TABU SEARCH:A HYBRID STRATEGY[J];JOURNAL OF SYSTEMS ENGINEERING;1998-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LI Jun1,2,SUN Shi-qun1(1.Sch.of Natur.Reso.& Envir.Engn.,Hefei University of Technology,Hefei 230009,China;2.Wuhu Environmental Protection Bureau,Wuhu 241000,China);Water quality prediction in qinyijiang river wuhu area based on BP artificial neural network[J];Journal of Anhui University of Technology and Science(Natural Science);2008-02
2 Li Jun et al(School of Natural Resources and Environmental Engineering,HFUT,Hefei 230009,China);Water Quality Evaluation of Qingyijiang River with BP Artificial Neural Network[J];Anhui Architecture;2008-03
3 LUO Chang-shou et al(Institute of Information on Science and Technology of Agriculture,Beijing Academy of Agriculture and Forestry Sciences,Beijing 100097);Parameter Analysis of Genetic Algorithm and Its Application in Root Prediction[J];Journal of Anhui Agricultural Sciences;2008-33
4 DING Zhu1,2,MA Da-wei1,YU Cun-gui1,ZHANG Xue-feng3 (1.School of Mechanical Engineering,Nanjing University of Science and Technology,Nanjing 210094,Jiangsu,China;2.Unit 93704 of PLA,Beijing 101149,China;3.School of Computer Science,Anhui University of Techonology,Maanshan 243002,Anhui,China);Application of Hybrid Optimization Strategy Algorithm Based on Tabu Search and Particle Swarm Optimization Algorithms for Weapon-target Assignment Problems[J];Acta Armamentarii;2007-09
5 WANG Han-ping~1,LU Tai-jie~1,YU Wen-hui~2 (1.School of Mechatronic Engineering,Beijing Institute of Technology,Beijing100081,China;2.Zhengzhou Mechano-Electrics Engineering Institute,Zhengzhou,Henan450015,China);Pressure Forecasting of Submarine-Borne Missile Cover System Based on Neural Network Evolved by Genetic Algorithm[J];Transactions of Beijing Institute of Technology;2006-01
6 HAO Quan-ming,WANG Li-huan,WANG Hua (Architecture and Civil Engineering School,UST Inner Mongolia,Baotou 014010,China);The application of genetic neural network of quality prediction system to blasting pile in Baiyunebo Iron Ore[J];Journal of Baotou University of Iron and Steel Technology;2003-04
7 Zeng Qingjun Li Hongrui and others;Research on Technique of Passive Sonar Target Recognition Based on Line Spectrum Feature Extraction[J];Ship Engineering;2001-03
8 WANG Zhu-fang,PAN De-hui(School of Business Administration,Northeastern University,Shenyang 110004,China.);A Hybrid Algorithm Based on Genetic Algorithm and Tabu Search to Solve Portfolio Problem[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2006-01
9 Wang Fengqin,GaoYing,zhao Jun (The College of MeehaniealEngineeoring,Yanshan University, Qinhuangdao);Optimization of Neural Network Based on Genetic Algorithm[J];Journal of Yanshan University;2001-03
10 LIU Guo-hai , JIANG Zhi-jia(Jiangsu University, Zhenjiang 212013, Jiangsu, China);Application of Neural Network Based on Genetic Algorithm in Recognition of Porcelain Bottles Crack[J];Electrical Measurement & Instrumentation;2009-04
China Proceedings of conference Full-text Database 3 Hits
1 ZHONG Qiu QIAN Feng(Research institute of Automation,East China University of Science and Technology,Shanghai 200237,China);Survey on the application of genetic algorithms in the neural networks[A];[C];2005
2 CHI Bao-ming LIN Lan DING Yuan-fang (College of Environment and Resources,Jilin University,Changchun 130026,China);Application Study on BP Neural Network Model in Groundwater Dynamic Predication Based on Genetic Algorithms[A];[C];2008
3 Lin Xiang,Jiang Qingshan,and Xiong Tengke (Software School,Xiamen University,Xiamen 361005);A Forecasting Model Based on GA-BP Neural Network[A];[C];2006
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 LI Ying1, ZHAO Zhengjiang2, WU Songtao3(1.Modern Education Technical Center,Changsha Univ. of Electr. Power,Changsha 410077,China;2.Dept. of Math.,Huzhou Teachers College,Huzhou 312000,China;3.Changsha National Tax Bureau,Changsha 410000,China);Application of Grey Model to the Ordinary Daily Electric Power Load Forecasting[J];Journal of Changsha University of Electric Power(Natural Science);2003-01
2 Sun Hui (Department of Electric Power Engineering,Northeast China Institute of Electric Power Engineering,Jilin City 132012) Jiang Mei (Computation Centre,Northeast China Institute of Electric Power Engineering,Jilin City 132012) Chen Jixia (Audi;Application of Grey Theory in Long-Medium Term Power Load Forecasting[J];JOURNAL OF NORTHEAST CHINA INSTITUTE OF ELECTRIC POWER ENGINEERING;1997-02
3 Rong Hui Zhang Jishi Ma Xinshan [HT5”F〗(Qinghua University);The Fuzzy PID Algorithm for Feedforward Neural Network and its Application in Electric Power System Load Forecasting[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1998-04
4 Liu Gang (Jiangxi Normal University);Short-Term Load Forecasting Based on Improved BP Neural Network[J];Electrotechnical Journal;2005-12
5 ZHANG Ning,HAN Fu-chun,WU Tian-wen,CHAI Jian-zhong[HT5K](Taiyuan University of Technology,Taiyuan 030024,China);Power System Load Forecasting Based Upon Grey Model[J];Journal of Electric Power;2006-01
6 CAO An-zhao,TIAN Li (Department of Electrical Engineering, Anhui University of Technology and Science Wuhu Anhui 241000 );Short-Term Electric Power Load Forecasting Based on Neural Network Model[J];Journal of University of Electronic Science and Technology of China;2006-04
7 LIU Hao-ming YU Kun LIANG Jin-guo CHEN Xing-ying (Hohai University,Nanjing 210098,China);A new method of short-term load forecasting for special holidays[J];Power Demand Side Management;2006-05
8 LONG Li-bo1,YAO Jian-gang1,LI Lian-jie2,QIAN Wei-hua2(1.Hunan University,Changsha 410082,China; 2.Hunan HDWL Electricity & Information Tech Co.,Ltd.,Changsha 410012,China);The data processing technology in short-term load forecasting[J];Power Demand Side Management;2007-01
9 Chen Zhangchao, Xiong Gang (Shanghai Jiao Tong University);LONG-TERM LOAD FORECASTING FOR PUDONG NEW AREA OF SHANGHAI USING GREY THEORY[J];Automation of Electric Power Systems;1993-07
10 Wang Minliang; Zhang Boming;Xiu Qing;(Tsinghua University. 100084. Beijing, China);SHORT TERM LOAD FORECASTING USING A MULTILAYER NEURAL NETWORK WITH CONJUGATE GRADIENT LEARNING ALGORITHM[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1999-01
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Zhao Zhenyu (The 613th Research Institute of AVIC Luoyang 471009);Tactical Flight Instructions Optimizing Via Genetic Algorithms[J];ELECTRONICS OPTICS & CONTROL;2000-02
2 CHEN Xiao ping 1,YU Sheng lin 2(1 School of Elecronics and Information Engineering,Suzhou University,Suzhou,Jiangsu 215021,China; 2 Dept of Measurement and Testing Engineering,NUAA,Nanjing,Jiangsu 210016,China);Improvement on Crossover Strategy of Real-valued Genetic Algorithm[J];Acta Electronica Sinica;2003-01
3 Jiang Lihong(College of Management, Fudan University)Liu Bao(Institute of Systems Engineering, Tianjin University);On the Application of Case-based Reasoning to Intelligent Forecasting Support System[J];JOURNAL OF DECISION AND DECISION SUPPORT SYSTEMS;1996-04
4 Wen Shaochun,Luofei,Fu Lianxu (South China University of Technology,Guangzhou 510640);Survey on the Application of Genetic Algorithms in the Artificial Neural networks[J];Computing Technology and Automation;2001-02
5 YUN Weimin and XI Yugeng (Department of Automation, Shanghai Jiao Tong University. Shanghai, 200030, PRC);The Analysis on Running Mechanism of Genetic Algorithm[J];CONTROL THEORY & APPLICATIONS;1996-03
6 Zhu Shljing; Wang Shuning; Chen Ting(Huazhong University of Science & Technology);Status of Multiperson Conflict Decision Analysis[J];CONTROL AND DECISION;1995-02
7 WEI Hai Kun XU Si Xin SONG Wen Zhong (Research Institute of Automation, Southeast University, Nanjing 210096);GENERALIZATION THEORY AND GENERALIZATION METHODS FOR NEURAL NETWORKS[J];;2001-06
8 Wang Chong-Jun , Yu Wen-Di, Chen Zhao-Qian , Xie Jun-Yuan (State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093, China);A BP Neural Network Algorithm Based on Genetic Algorithms and Its Application[J];Journal of Nanjing University (Natural Sciences);2003-05
9 CHEN Ming(Department of Computer Science and Technology\ University of Petroleum\ Beijing\ 102200);Optimization Computing Based on Evolution Genetic Algorithm[J];JOURNAL OF SOFTWARE;1998-11
10 ZHANG Dong, CAI Kai-yuan (School of Automation Science and Electrical Engineering, Beihang University, Beijing 100083, China);A Genetic-Algorithm-based Two-Stage Learning Scheme for Neural Networks[J];Acta Simulata Systematica Sinica;2003-08
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