Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Power System Technology》 2004-08
Add to Favorite Get Latest Update

AN APPROACH TO SHORT-TERM LOAD FORECASTING BASED ON WAVELET TRANSFORM AND ARITFICIAL NEURAL NETWORK

XU Jun-hua, LIU Tian-qi ( School of Electrical Engineering and Information, Sichuan University, Chengdu 610065, Sichuan Province, China )  
A wavelet decomposition based new approach to short-time load forecasting by artificial neural network (ANN) based on wavelet decomposition is proposed. Through the wavelet transform the load sequence is decomposed into subsequences on different scales, then using appropriate artificial neural networks these sub-sequences are forecasted by appropriate artificial neural networks respectively, finally after the synthesis of the forecasted results from the sub-sequences the final forecasting result of the load sequence is obtained. In the proposed method the wavelet decomposition can extract some periodical and nonlinear features of the load and subdivide them further, thus corresponding forecasting method can be used according to the coexisting rules of the subsequences themselves respectively; and the ANN possesses superiority in the processing of the problems which is nonlinear or its rule cannot be determinately displayed. The calculation results of a practical example show that the proposed method possesses high forecasting accuracy and better adaptability than traditional forecasting methods.
【CateGory Index】: TM715;TM734
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 10 Hits
1 XU Pengcheng;CHEN Qi;LIU Wenxia;WANG Shu;LIU Zongqi;State Key Laboratory of Alternate Electrical Power System with Renewable Energy Source,North China Electric Power University;;Reliability Evaluation in Composite Power System Considering Wind Farms with Cross Entropy and Dynamic Fault Set[J];电力系统自动化;2016-13
2 ZHANG Kai-kai;YAN Ping;Znner Mongolla Electric Power Prospecting Design Institute Co.,Ltd;Ezhou Power Supply Bureau,Hubei State Grid;;Application of Time Series and Kalman Filtering in Short-term Load Forecasting of Power Systems[J];电气开关;2016-02
3 MA Li-xin;LI Yuan;School of Optical-Electrical and Computer Engineering, Shanghai University for Science and Technology;;A Characteristic Extraction and Forecast Method for Interval Power Loads[J];控制工程;2015-04
4 MA Li-xin;LI Yuan;School of Optical-Electrical and Computer Engineering,University of Shanghai for Science and Technology;;Characteristic Analysis and Forecasting Method for Daily Peak Load[J];电力系统及其自动化学报;2014-10
5 ZHANG Ping,PAN Xueping,XUE Wenchao (College of Energy and Electrical Engineering,Hohai University,Nanjing 210098,China);Short-term load forecasting based on wavelet decomposition,fuzzy gray correlation clustering and BP neural network[J];电力自动化设备;2012-11
6 ZU Zhe1,BI Gui-hong1,LIU Li1,HAO Juan2(1.Faculty of Electric Power Engineering,Kunming Univ.of Science and Tech.,Kunming 650500,China; 2.Shanxi Jinzhong Power Supply Company,Jinzhong 030600,China);Research on Power System Short-term Load Forecast Model Based on Wavelet Neural Network[J];计算机技术与发展;2012-10
7 YANG Hao1,HE Qian1, YIN Jia-min2 (1. State Key Laboratory of Power Transmission Equipments & System Security and New Technology, College of Electrical Engineering, Chongqing University, Chongqing 400044, China;2. Scheduling Control Center of ChangShou Power Supply Bureau, Chongqing 401220, China);Short load forecasting in heavy wave areas based on improved entropy method and limited wavelet analysis[J];电力系统保护与控制;2012-11
8 HAN Yong1,LI Hongmei2(1.Business School,Sichuan University,Chengdu 610065,China; 2.Communication & Automation Center of Sichuan Electric Power Corporation,Chengdu 610041,China);Bus load forecasting based on wavelet transform and SVM[J];电力自动化设备;2012-04
9 GE Shaoyun,JIA Ousha,LIU Hong(Key Laboratory of Smart Grid(Tianjin University),Ministry of Education,Nankai District,Tianjin 300072,China);A Gray Neural Network Model Improved by Genetic Algorithm for Short-Term Load Forecasting in Price-Sensitive Environment[J];电网技术;2012-01
10 CAO Xing-lin,QIU Dao-yin (North China Institute of Water Conservancy and Hydroelectric Power,Zhengzhou 450011,China);Power System Load Predicting Based on Wavelet and Single Neuron Combination Model[J];华北水利水电学院学报;2011-04
China Proceedings of conference Full-text Database 1 Hits
1 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
【Citations】
Chinese Journal Full-text Database 4 Hits
1 RAN Qi-wen, SHAN Yong-zheng, WANG Qi,WANG Jian-ze (Harbin Institute of Technology, Harbin 150001,China);WAVELET-NEURAL NETWORKS-PARIMA METHOD FOR POWER SYSTEM SHORT TERM LOAD FORECASTING[J];中国电机工程学报;2003-03
2 TAI Neng-ling, HOU Zhi-jian, LI Tao, JIANG Chuan-wen, SONG Jiong (Shanghai Jiao Tong University, Shanghai, 200030,China);NEW PRINCIPLE BASED ON WAVELET TRANSFORM FOR POWER SYSTEM SHORT-TERM LOAD FORECASTING[J];中国电机工程学报;2003-01
3 Song Chao Huang Mingxiang Ye Jianbin (Zhejiang University, Hangzhou, 310027);THE APPLICATION AND PROBLEMS OF WAVELETS USED IN SHORT-TERM POWER LOAD FORECASTING[J];电力系统及其自动化学报;2002-03
4 XIE Hong 1, CHENG Zhi ye 1, NIU Dong xiao 1, ZHAO Lei 2 (1.North China Electric Power University,Baoding 071003,China; 2.North China Electric Power Administrative Bureau,Beijing 100053,China);THE RESEARCH OF DAILY LOAD FORECASTING MODEL BASED ON WAVELET DECOMPOSING AND CLIMATIC INFLUENCE[J];中国电机工程学报;2001-05
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Kai-kai;YAN Ping;Znner Mongolla Electric Power Prospecting Design Institute Co.,Ltd;Ezhou Power Supply Bureau,Hubei State Grid;;Application of Time Series and Kalman Filtering in Short-term Load Forecasting of Power Systems[J];电气开关;2016-02
2 TAI Xiaohong;WANG Lina;College of Business Administration,Liaoning Technical University;;Prediction of Short-term Power Load Based on Elman Neural Network and Fuzzy Control[J];世界科技研究与发展;2016-02
3 LI Yiyan;YAN Zheng;FENG Donghan;Key Laboratory of Control of Power Transmission and Conversion,Department of Electrical Engineering,Shanghai Jiao Tong University;;Mid / long-term load forecasting model considering urbanization characteristics[J];电力自动化设备;2016-04
4 Liu Meng;Chu Xiaodong;Zhang Wen;Wang Hongtao;Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education Shandong University;;Cooperative Generation-Load Frequency Control Strategy Accounting for Power Network Constraints[J];电工技术学报;2016-06
5 NIE Pin-lei;FEI Dong;WANG Hong-jie;SUN Tao;CNOOC EnerT ech-Safety Environmental Protection Co.;;Short-term Power Load Forecasting Based on EMD-BP Neural Network[J];化工自动化及仪表;2016-03
6 ZHU Bin;JIANG Ning;HUO Xuesong;WANG Yong;WU Haiwei;SUN Kaiqi;HU Shuang;State Grid Jiangsu Electric Power Company;State Grid Nanjing Power Supply Company;School of Electrical Engineering, Shandong University;;Forecasting and Studies on Load Characteristics of Nanjing Center Area Power Network[J];中国电力;2016-02
7 LIU Wenbo;FU Xuhua;WANG Lei;HUANG Minxiang;YE Chengjin;College of Electrical Engineering, Zhejiang University;Economy Research Institute, State Grid Zhejiang Electric Power Company;;WNN Interval Estimation Algorithm for Electric Load Forecasting Based on Threshold Multi-Frequency Unscented Kalman Filter[J];电网技术;2016-02
8 SHEN Chen;QIN Jian;SHENG Wanxing;FANG Hengfu;Department of Electrical Engineering, Tsinghua University;China Electric Power Research Institute;;Study on Short-Term Forecasting of Distribution Transformer Load Using Wavelet and Clustering Method[J];电网技术;2016-02
9 QIU Jinpeng;NIU Dongxiao;School of Economics and Management,North China Electric Power University;;Wind Power Prediction Based on Wavelet-Time Series Combined Model[J];电力建设;2016-01
10 ZHAO Chao;DAI Kuncheng;School of Chemical Engineering,Fuzhou University;;Power System Short-term Load Forecasting Based on Adaptive Weighted Least Squares Support Vector Machine[J];信息与控制;2015-05
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 DU Jiang;GUO Ruipeng;LI Chuandong;HUANG Daoshan;HU Hongtao;ZHANG Lei;College of Electrical Engineering,Zhejiang University;Electric Power Research Institute,State Grid Fujian Electric Power Company;Lishui Power Supply Company,State Grid Zhejiang Electric Power Company;;An Importance-control Method for Power System Reliability Evaluation[J];电力系统自动化;2015-05
2 ZHANG Weifeng;CHE Yanbo;LIU Yangsheng;Key Laboratory of Power System Simulation and Control of Ministry of Education,Tianjin University;College of Electronics and Information Engineering,Tongji University;;Improved Latin Hypercube Sampling Method for Reliability Evaluation of Power Systems[J];电力系统自动化;2015-04
3 QIU Guobing;LIU Wenxia;ZHANG Jianhua;Jinhua Electric Power Bureau;State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources,North China Electric Power University;;Reliability Modeling of Wind Farms Considering Complex Wake Effects and Connecting Cable Failures[J];电力系统自动化;2014-18
4 QIN Zhilong 1,LI Wenyuan 1,2,XIONG Xiaofu 1(1.State Key Laboratory of Power Transmission Equipment &System Security and New Technology,Chongqing University,Chongqing 400044,China;2.BC Hydro Company,Vancouver V7X1V5,Canada);Reliability Assessment of Composite Generation and Transmission System Considering Wind Speed Correlation[J];电力系统自动化;2013-16
5 GU Yun-dong,HU Fang-fang(School of Mathematics and Physics,North China Electric Power University,Beijing 102206,China);Partitioned Support Vector Regression and Its Application on Load Forecasting[J];电力系统及其自动化学报;2013-03
6 ZHOU Chao1, XING Wen-yang1, LI Yu-long2 (1. School of Electrical and Electronic Engineering, Northeast Dianli University, Jilin Jilin 132012, China; 2. Jilin Power Supply Corporation, Jilin Jilin 132012, China);Summarization on Load Forecasting Method of Electrical Power System[J];电源学报;2012-06
7 WAN Kun,LIU Ruiyu(School of Economics and Management,Wuhan University,Wuhan 430072,Hubei Province,China);Application of Interval Time-Series Vector Autoregressive Model in Short-Term Load Forecasting[J];电网技术;2012-11
8 DUAN Qi-chang,RAO zhi-bo,HUANG Da-wei,LIN Sen (College of Automation,ChongQing University,ChongQing 400030,China);Power System Middle-term Load Forecasting Based on EMD and SVM with PSO[J];控制工程;2012-05
9 WU Linwei1,ZHANG Jianhua1,LIU Ruoxi2(1.School of Electrical and Electronic Engineering,North China Electric Power University,Beijing 102206,China; 2.Beijing Electric Power Company,Beijing 100031,China);A Wind Farm Reliability Model Considering Wind Turbine Faults and Its Application[J];电力系统自动化;2012-16
10 LI Xiang-hua1,SONG Jia2,LIU Yang-sheng2,ZHANG Bin1,CHEN Jia-yu1(1.Development Planning Department of Hunan Electric Power Corporation,Changsha 410007,China; 2.School of Electrical and Information Engineering,Changsha University of Science and Technology,Changsha 410004,China);Research on effects of summer representative meteorological factors on daily peak load of provincial power grid[J];电力科学与技术学报;2012-02
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 YU Haoqi;JIN Xiaoming;YAO Jiangang;School of Electrical and Information Engineering,Hunan University;CSG Technology Scientific Research Institute;;Correlation Analysis for Special Load to Daily Load[J];电力系统及其自动化学报;2016-07
2 XIA Leikai;HUANG Qihuan;XIA Chenxiang;WU Haibing;School of Earth Sciences and Engineering,Hohai University;;Improved grey neural network and research on prediction of short-term foundation pit settlement[J];测绘工程;2016-06
3 ZHU Wenjun;WANG Yi;LUO Min;LIN Guoyin;CHENG Jiangnan;KANG Chongqing;Guangdong Power Grid Co.Ltd.,China Southern Power Grid;Department of Electrical Engineering,Tsinghua University;Electric Power Research Institute of Guangdong Power Grid Co.Ltd.,China Southern Power Grid;;Distributed Clustering Algorithm for Awareness of Electricity Consumption Characteristics of Massive Consumers[J];电力系统自动化;2016-12
4 ZHAO Wenqing;GONG Yaqiang;School of Control and Computer Engineering ,North China Electric Power University;;Load curve clustering based on Kernel K-means[J];电力自动化设备;2016-06
5 Huang Xiaoyun;Ou Yang Weinian;Wu Shuhong;Li Gaoming;Jin Xin;Yang Shaojiang;;Short-term load forecasting real-time pricing conditions[J];自动化与仪器仪表;2016-05
6 Liu Chang;Liu Tianqi;Chen Zhenhuan;He Chuan;Wang Fujun;Guan Tieying;School of Electrical Engineering and Information,Sichuan University;Gansu Electric Power Corporation;;Short-term power load forecasting based on kernel principal component analysis and BP neural network[J];电测与仪表;2016-10
7 SUN Zhineng;DONG Jianda;FAN Liangzhong;Ningbo Power Supply Company,State Grid Zhejiang Electric Power Corporation;Ningbo Institute of Technology,Zhejiang University;;Short-Term Load Forecasting Model Based on Support Vector Machine Optimized by Invasive Weed Algorithm[J];电网与清洁能源;2016-05
8 CHEN Jian-nan;NAN Xin-yuan;LI Na;College of Electrical Engineering,Xinjiang University;;ORP Sensor Fault Diagnosis Based on HCS-GNN Model[J];自动化与仪表;2016-05
9 ZHOU Jing;SUN Yuan-yuan;Global Energy Interconnection Research Institute;School of Electrical & Electronic Engineering, North China Electric Power University;;Data Analysis Requirements and Challenges in the Future Power Energy Domain[J];电力信息与通信技术;2016-04
10 JIN Ying-feng;GAO Yan;Business School,University of Shanghai for Science and Technology;;Optimal Piecewise Real-Time Pricing Strategy for Smart Grid[J];计算机仿真;2016-04
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
1 XIE Hong 1, CHENG Zhi ye 1, NIU Dong xiao 1, ZHAO Lei 2 (1.North China Electric Power University,Baoding 071003,China; 2.North China Electric Power Administrative Bureau,Beijing 100053,China);THE RESEARCH OF DAILY LOAD FORECASTING MODEL BASED ON WAVELET DECOMPOSING AND CLIMATIC INFLUENCE[J];中国电机工程学报;2001-05
2 Wang Feng; Yu Erkeng(Electric Power Research Institute China, Beijing, 100085 China)Yan Chengshan; Li Xiaobin Liu; Jun Liu Yongqi(North China Power Dispatching Bureau, Baijing,100053 China);STUDY OF SHORT-TERM LOAD FORECASTING BASED ON INFLUENCING FACTORS[J];中国电机工程学报;1999-08
3 Wang Jianze; Ran Qiwen; Ji Yanchao; Liu Zhuo (Harbin Institute of Technology. 150001. Harbin. China);FREQUENCY DOMAIN ANALYSIS OF WAVELET TRANSFORM IN HARMONICS DETECTION[J];电力系统自动化;1998-07
4 Xie Jingdong,Tang Guoqing,Xu Gaofei et al.;The Application of the Combined Forecasting Method in the Power Load Forecast[J];中国电力;1998-06
5 Zhao Hongwei (Chongqing University,Chongqing\ 630044\ China) Ren Zhen, Huang Wenying (South China Univ.of Technology Guangzhou\ 510641\ China);A Short Term Load Forecasting Method Based on PAR Model[J];中国电机工程学报;1997-05
6 Chen Zhiye; Niu Dongxiao(North China Institute of Electric Power Baoding 071003)(Zhang Yinghuai; Xie Hong; Qi Xiquan)(Hebei Electric Power Administration Shijiazhuang 050011);The Research of Power Network Short-Term Electric Load Forecasting System[J];中国电机工程学报;1995-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved