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《Power System Technology》 2002-02
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ZHOU Dian min, GUAN Xiao hong, SUN Jie, HUANG Yong (Xi'an Jiaotong University, Xi'an 710049, Shaanxi Province, China)  
Load forecasting is an important task in the production of electric energy. In this paper, BP artificial neural network is applied in short term load forecasting.Under the condition of possessing enough training samples the models for forecasting are reasonably classified,the weekly and daily load forecasting models for different seasons are constructed. The selection of input variables, especially the selection of temperature, is discussed. In the training of neural network the over fitting often appears which affects the result of forecasting. To prevent this problem the entire data set is divided into training set and validation set. The result of typical calculation examples shows that the presented method is effective.
【Fund】: 国家杰出青年科学基金资助项目 ( 6 970 0 2 5 );; 国家自然科学基金资助项目 ( 5 993715 0 )~~
【CateGory Index】: TM714
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2 LI Xiang1,CHEN Hao2 (1. NARI. Technology Development Co.,Ltd., Nanjing 210061, China; 2. Nanjing Electric Power Supply Company, Nanjing 210008,China);Medium and long-term load forecasting based on time-varying parameter model[J];Power Demand Side Management;2009-02
3 JIANG Yu-shan,LIU Jia-jing,LU Yi(Southeast University,Nanjing 210096,China);Short-term load forecasting based on frequency analysis of regression[J];Power Demand Side Management;2011-05
4 WANG Yue,WEI Zhi-nong,WU Jia-jia(College of Energy and Electrical Engineering,Hohai University,Nanjing 211100,China);Application of ANN Prediction Technology in Microgrid Operation[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2012-02
5 WANG Chao (College of Electrical Engineering & Information,Sanxia University,Yichang 443002,China);Short-term Load Forecasting Algorithm Based on Neural Network[J];Electric Switchgear;2009-04
6 SUN Jie, HUANG Yong, GUAN Xiao hong, ZHOU Dian min (Xi'an Jiaotong University, Xi'an 710049, Shaanxi Province, China);IMPLEMENTATION OF AN INTERNET BASED INFORMATION SYSTEM FOR SHORT-TERM LOAD FORECASTING[J];Power System Technology;2002-03
7 MA Wen-xiao, BAI Xiao-min, MU Lian-shun (China Electric Power Research Institue, Beijing 100085, China);SHORT TERM LOAD FORECASTING USING ARTIFICIAL NEURON NETWORK AND FUZZY INFERENCE[J];Power System Technology;2003-05
8 LI Hui, YANG Ming-hao (School of Information and Electrical Engineering, China Agriculture University, Beijing 100083, China);LEAST-SQUARE STATE ESTIMATION OF PSEUDO-MEASURED LOADS IN DISTRIBUTION SYSTEMS[J];Power System Technology;2003-07
9 LIU Yao-nian, ZHU bin, ZENG Ling-quan, ZHANG Wen-sheng, LI Yue-ling (Northeast Institute of Electric Power Engineering , Jilin 132012, Jilin Province , China);A NEW METHOD FOR SHORT TERM LOAD FORECASTING BASED ON ADDITIVE FUZZY SYSTEMS[J];Power System Technology;2003-08
10 ZHAO Xi-ping1,SONG Dai2,ZHANG Guo-qing3,HAN Xin-yang4,HU Zhao-guang4 (1.Jinan University,Jinan 250022,Shandong Province,China;2.Beijing Jiaotong University,Beijing 100044,China;3.Shandong Power Group Corporation,Jinan 250001,Shandong Province,China; 4.State Power Economic Research Center,Beijing 100761,China);RESEARCH ON CORRELATIVITY AMONG AIR TEMPERATURE, MAXIMUM LOAD AND POWER CONSUMPTION IN SHANDONG POWER GRID[J];Power System Technology;2004-17
China Proceedings of conference Full-text Database 2 Hits
1 Hu SongFeng,Peng XianGang Dept.of Electric Engineer and Automation,GDUT,guangzhou,510006;A survey of Grid short-term load forecasting methods[A];[C];2010
2 LU Jian-chang, SUN Wei, LI Jian-qiang ( Department of Economics & Management. North China Electric Power University. Baoding 071003. China; Department of Automation, North China Electric Power University. Baoding 071003. China.;Application of RMLPNN model to short-term load forecasting[A];[C];2005
Chinese Journal Full-text Database 10 Hits
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2 GUO Wei,LIU Xing-yuan,ZHANG Li,WANG Yue-wen,SUN Liang (Logistical Engineering University,Chongqing400016,China);Dicussion on neural network models of shear behavior of reinforced concrete beams without stirrups[J];Building Science Research of Sichuan;2004-01
3 LIU Xing-yuan~1,GUO Wei~1,LIN Wen-xiu~2,DU Wen-long~1,YE Ke~2(1.Logistical Engineering University,Chongqing400041,China;2.Chongqing Architectural Science Research Institute,Chongqing400015,China);Discussion on the rule of neutralization of concrete members with neural networks in Chongqing area[J];Building Science Research of Sichuan;2004-04
4 DING Xiao-gui (Vocational Techincal College, Anqing Normal College, Anqing 246003, China);The application of nervous network in identifying the non-linear system parameters[J];Journal of Anhui University of Technology and Science;2003-04
5 LU Zi-yun~(1,2) (1. Image Information Processing Lab., School of Somputer Science and Informaion Engineering, Hefei University of Technology, Hefei 230009, China; 2.Jiangsu Teacher University of Technology, Changzhou 213001, CHina);A direct address mapping of the CMAC[J];Journal of Anhui University of Technology and Science;2004-01
6 DING Xiao-gui~(1,2) (1. The Computer Dept. Hefei Institude University,Anhui Hefei 230031,China; 2. Anqing Technology Vocational College, Ahhui Anqing 246003, China);Studies on Model of Water-processing System by Radial-basis Network[J];Journal of Anqing Teachers College(Natural Science Edition);2004-03
7 DING Xiao-gui (School of Computer and Information,AnqingTeachers College,Anqing 246133,China);Study on the Self-adapting Neural Network Controller[J];Journal of Anqing Teachers College(Natural Science Edition);2008-04
8 WEN Xue1,LIU Xin-rong2,YI Li2(1.College of Civil Engineering and Architecture,Zhejing University of Technology,Hangzhou 310014,China; 2.College of Civil Engineering,Chongqing University,Chongqing 400045,China);Application of the ANN Approach for Back Analysis in Liushan Tunnel[J];Chinese Journal of Underground Space and Engineering;2009-05
9 Yang Fengshan Li Yinghong Li Zhengxi(College. of Electromechanical Engineering, North China Univ. of Tech., 100041,Beijing, China);Research on Hybrid PID Design and Simulation[J];Journal of North China University of Technology;2003-03
10 LIN Chuan-hua~1 ZHANG Bao-ping~1 ZHOU Xu-dong~2 (1.Baoshan Iron & Steel Co.,Ltd.,Shanghai 200941,China; 2.Henan University of Science & Technology,Luoyang Henan 471003,China);Prediction of Mechanical Properties of Hot Dip Galvanized Transition Strip[J];Baosteel Technology;2005-06
China Proceedings of conference Full-text Database 10 Hits
1 Rong Yuanjie,Tang Honghai,Zheng Xuesheng,Wang Rongrong,Li Chunwen Department of Automation,Tsinghua University,Beijing 100084,P.R.China;Neural Networks-based Control Strategy for Single-Phase Shunt Active Power Filter[A];[C];2007
2 Meng Qingjin,Quan Yue,Jing Shaohong School of Control Science and Engineering,University of Jinan,Jinan 250022,P.R.China;On Intelligent Control of Combustion for CFB Boiler in Thermal Power Plant[A];[C];2007
3 Ye Ping Han Ru-cheng (The science and technology university of Taiyuan,Taiyuan Shanxi 030024,China);Intelligent design method of state selector in direct torque control system[A];[C];2005
4 HU Lin-jing REN Xiao-yi (Electric Power College,Inner Mongolia University of Technology,Huhehaote 010080,China);Study of Simulation in the Helicopter Scaled Model[A];[C];2007
5 Cao Ning Song Yang Sha Jizhang Hohai University,Changzhou,Jiangsu,213022;Application of Self-Organizing Feature Map Neural Network in Fractal Image Encoding[A];[C];1999
6 Wang Li1 Luo Hai2(1.Sichuan Agricultural University Ya'an 625014 China)(2.University of Electronic Science and Technology of China Chengdu 610054 China);Design and Implementation of the Virtual Instrument of forecasting to the effluent target in the sewage disposal course based on the soft-sensing technology[A];[C];2007
7 LI Guoqing YU Na (Northeast China Institute of Electric Power Engineering,Jilin City 132012);STUDY ON THE CALCULATION OF THE POWER TRANSFER CAPABILITY USING ANN[A];[C];2003
8 Ye Ping Han Ru-cheng (The science and technology university of Taiyuan,Taiyuan Shanxi 030024,China);Intelligent Design Method of State Selector in Direct Torque Control System[A];[C];2005
9 XIU Zhi-long SHAO Hui-he Institute of Automation,Shanghai Jiaotong University,Shanghai 200030,China;Control of Temperature in Biological Ferment Process[A];[C];2005
10 Chen zuobing Ai chunting Xia xuefeng (Wuhan University of Technology);The Simulation Software for BP Neural Netword[A];[C];2000
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2 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
3 TIAN Li,CAO An-zhao(The Dept. of Elec. Engn. , Anhui University of Technology and Science, Wuhu 241000, China);Prediction of electric power consumption in primary industry using ANFIS[J];Journal of Anhui University of Technology and Science;2004-04
4 TIAN Li,HUANG Shi-wei,LI Ze-ying,Wang Jun(Anhui Prov.Key Lab.of Elec.and Contr.,Anhui University of Technology and Science,Wuhu 241000,China);A combined model of PSO algorithm and RBF neural network for short-term load forecasting[J];Journal of Anhui University of Technology and Science(Natural Science);2007-02
6 Pan Tao (Department of Physics, Suzhou Railway Teachers College, 215009,Suzhou,Jiangsu, PRC);RESEARCH ON THE INFLUENCE OF ACTIVATION FUNCTION ON NETWORKS ABILITIES IN BP NEURAL NETWORKS MODEL[J];Journal of Anhui Normal University(Natural Science);1998-03
7 TIAN Li, DUAN Zheng-guang, JIN Li-li, ZHANG Yu-cheng (Dept. of Electrical Engineering, Anhui University of Technology & Science, Wuhu 241000, China);Application of ANNFRS in Predicting Electric Power Consumption[J];Ordnance Industry Automation;2004-06
8 CHEN Guang, REN Zhi-liang, SUN Hai-zhu (Dept. of Weapon Engineering, Naval University of Engineering, Wuhan 430033, China);Curve Fitting in Least-Square Method and Its Realization with Matlab[J];Ordnance Industry Automation;2005-03
9 CHANG Bingguo 1) YAN Lei 1) MAO Jietai 1) LIU Junhua 2) ( 1)Institute of Physics,Peking University,Beijing,100871; 2)Institute of Electrical Engineering,Xian Jiaotong University,Xian,710049);Observator with Fuzzy Neural Networks for Monitoring the Operation-state of Transformer[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2003-01
10 WANG Ke ,MAO Zhi-ji(Telecommunication Department,Communication University of China,Beijing 100024,PRC);Actualizing Least-squares Curve-fitting Based on Matlab[J];Journal of Beijing Broadcasting Institute;2005-02
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1 LI Xiang,YANG Shu-xia,QIAO Yan-fen (School of Business Administration,North China Electric Power University,Beijing 102206,China);Study on the Potential Intensity and Long-Term Memory of Product Market[A];[C];2004
2 HUANG Yuan-sheng ZHENG Yan QI Jian-xun (School of Business Administration,North China Electric Power University,Baoding 071003,China);Application of LS-SVM in Electricity Demand Forecasting[A];[C];2005
3 ZHOU Qing (College of Management,Hangzhou Dianzi University,Hangzhou 310018,China);The Research on Robust Optimization of Enterprise Cooperative R&D under Dynamic Environment[A];[C];2012
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 TANG Zhen-jun(Chizhou Power Supply Company,Chizhou 247000,China);Gray Model Based on Improved Medium and Long Term Load Forecasting[J];Journal of Anhui Electrical Engineering Professional Technique College;2010-04
2 WEI An-jing,TIAN Li(Anhui Provicial key Laboratory of Electric and Control,Anhui Polytechnic University,Wuhu 241000,China);Short-term electric load forecasting research based on intelligent combined forecasting model[J];Journal of Anhui Polytechnic University;2011-01
3 CAI Feng, ZENG Feng-zhang(School of Management and Economics, Beijing Institute of Technology, Beijing 100081, China);ANN-ARMA Model for Forecasting Product Consumption Based on Non-Stationary Time Series[J];Transactions of Beijing Institute of Technology;2007-03
4 ZHANG Jing-wei1,ZHENG Lin1,YIN Jian-min2,WEI Lei-na1(1.Geography and Environment College,Jiangxi Normal University,Nanchang Jiangxi 330022,China;2.Climate Centre of Jiangxi Province,Nanchnag Jiangxi 330046,China);The Analysis of Main Meteorological Factors on the Impact of the Power Load of the Nanchang City in Poyang Lake Ecological Economic Region——Based on Nanchang[J];Journal of Jiangxi Normal University(Natural Sciences Edition);2009-06
5 LIU Zheng-liang,SU Hong-sheng(Lanzhou Jiaotong University,School of Automation,Langzhou 730070,China);Fault Diagnosis for Steam Turbine Vibration Based on Artificial Fish-swarm Algorithm of Neural Network[J];Journal of Chongqing Institute of Technology(Natural Science);2009-06
6 ZHAO Yao-yang~1,PU Li-jie~1,2,HU Xiao-tian~1(1.Department of Urban and Resources Science,Nanjing University,Nanjing 210093,China;2.Land Use Key Laboratory,Ministry of Land and Resource,Beijing 10029,China);APPLICATION OF BP NEURAL NETWORK IN THE PREDICTION OF URBAN CONSTRUCTION LAND AREA——A CASE STUDY OF JIANGSU PROVINCE[J];Resources and Environment in the Yangtze Basin;2006-01
7 JIANG Yan1,XIE Lin2,LI Zi-qing2,CHEN Gang2(1.Electric Power Department of Chongqing Electric Power College,Chongqing 400053,China; 2.State Key Laboratory of Power Transmission Equipment and System Security and New Technology of Chongqing University,Chongqing 400044,China);Medium and Long Term Power Load Forecasting Based on the Improved Grey Model[J];Journal of Chongqing Electric Power College;2011-05
8 JIANG Zhu-nan,LIU Feng,YU Wen-bo(Department of Electrical Engineering,Shenyang Institute of Engineering,Shenyang 110136,China);A novel method of short-time load forecasting based on wavelet packet feature extracting and radial basis function network[J];Journal of Electric Power Science and Technology;2007-02
9 GAO Xia1,2,ZENG Xin3,LU Jian-li2(1.Meteorology College,Lanzhou University,Lanzhou 730000,China;2.Baoding Meteorological Bureau,Baoding 071000,China;3.North China Electric Power University,Baoding 071003,China);The relation of load characteristics and meteorologic condition[J];Journal of Agricultural University of Hebei;2007-04
10 LI Wei,NIU Dong-xiao(School of Management and Economics North China Electric Power University,Baoding Hebei 071003,China);Analysis of Short Term Load Forecasting Based on Gray Neural Networks[J];Science Technology and Industry;2008-10
China Proceedings of conference Full-text Database 10 Hits
1 LIU Rui-yu,YE Zi-wan(Economics and Management School,Wuhan University,Wuhan 430072,China);Development Tendency of Electricity Consumption in Energy-Intensive Industries Based on Hoffman Coefficient[A];[C];2011
2 LI Xiao-rui LI Can-bin YUAN Yan(1.Jiangxi Electric Power Corporation,Nanchang,Jiangxi Province,330077;2.School of Electrical Engineering,Zhengzhou University,Zhengzhou,Henan Province,450001);SHORT-TERM LOAD FORECASTING ALGORITHM BASED ON RESULTS OF INFERIORS[A];[C];2007
3 ZHANG Kai YAO Jian-gang Li Wei He Hui YUAN Xiao-tao(1.College of Electrical and Information Engineering,Hunan University,Changsha 410082,Hunan Province,China;2.Hubei Electrical Power Dispatch and Communication Bureau,Wuhan 430077,Hubei Province,China;3.Hunan Electrical Power Dispatch and Communication Bureau,Changsha 410007,China);Analysis Model and Processing Method of Temperature Cumulative Effect of Heat Study in Load Forecasting[A];[C];2007
4 Hu SongFeng,Peng XianGang Dept.of Electric Engineer and Automation,GDUT,guangzhou,510006;A survey of Grid short-term load forecasting methods[A];[C];2010
5 Qu Xiaodong,Song Shuangying Ji Zhicheng Institute Of Electrical Automation,Jiangnan University,Jiangsu,Wuxi,214122;A Novel Algorithm Of Optimization Model For Wind Speed Forecasting[A];[C];2009
6 Lin Jian,Zhu Bangzhu Institute of System Science and Technology, Wuyi University, Jingmen 529020,China Beijing University of Aeronautics and Astronautics, Beijing 100083, China;Comprehensive Evaluation on Regional Economic and Social Development based on Kernel Principal Composition Analysis[A];[C];2006
7 Li zhengnong,Liu Yanping,Wang Yingge (Key Laboratory of Building Safety and Energy Efficiency of Hunan University,Changsha 410082);Modifying and Forecasting of Wind Field Data in Actual Measurement[A];[C];2010
8 HUANG Shu-ya,LIU Tian-qi,CHEN Ji (College of Electrical Engineering and Information,Sichuan University,Chengdu 610065,China);Load Forecasting of Power System Based on Artificial Neural Network[A];[C];2006
9 Shen Yongliang1,Yang Guohui2(1 HLJ Province key lab of senior-education for electronic engineering (HLJ university) Harbin 150080,China; Automation Control Lab;2 School of Electronics and Information Technology, Harbin Institute of Technology, Harbin 150001,China);Application of forest disease and pets predicting using SVM[A];[C];2007
10 Yan Jinghua, Yang Jianhua (College of Information and Electrical Engineering, China Agricultural University, Beijing 100083, China);The Development of Rural Power System Planning and Reconstruction Software[A];Chinese Society of Agricultural Engineering[C];2009
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