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《Municipal Administration & Technology》 2005-01
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An BP ANN Forecast Model for Hourly Water Demand of Urban Water-distribution System

JIN Jian-hua1,SHI Yi-xiong1,SHI Yong-gang2(1.School of Civil Engineering and Architecture of Wuhan University of Technology, Wuhan Hubei 430070,China;2.College of Computer Science and Engineering of University of Electronic Science and Technology of China, Chengdu Sichuan 610054,China)  
Water demand forecast plays an important role in the control and operation of water-distribution system.Hourly water demand is influenced by many factors,but it is difficult to establish an accurate model on them.Based on the study of effect of weather factors on daily water demand,the forecast method is presented,and BP model of ANN and calculation are set up.The data from water plants are employed to forecast hourly demand,and the error analysis of the result demonstrates the model is effective.
【CateGory Index】: F224
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Chinese Journal Full-text Database 2 Hits
1 MENG Song,ZHANG Zhijie,FAN Jinbiao,CAO Yonghong(Key Laboratory of Instrumentation Science & Dynamic Measurement (NUC),Ministry of Education,Taiyuan 030051,China);An BP ANN Forecast Model for Aerocraft Attitude[J];Journal of Projectiles,Rockets,Missiles and Guidance;2008-01
2 TIAN Liqiang, ZHAO Hongwei, FENG Yuzhao (Dept. of Barrack's Management & Environmental Engineering , LEU, Chongqing 400016,China);The Prediction of the Price of Coal and Electricity Based on PSO and BP Neural Network[J];Journal of Logistical Engineering University;2006-03
Chinese Journal Full-text Database 2 Hits
1 LONG Teng rui, FENG Yu zhao, GUO Jin song (Faculty of Urban Construction and Environ. Eng., Chongqing Univ., Chongqing 400045, China);Forecast of Daily Influent Quantity for Sewage Treatment Plant Considering Uncertain Factors[J];China Water & Wastewater;2001-05
2 Li Jiexing et al;Loading Forecasting of Urban Water Supply based on Fuzzy Neuro Network[J];WATER & WASTEWATER ENGINEERING;1999-03
Chinese Journal Full-text Database 10 Hits
1 CAO An-zhao,TIAN Li(Dept.of Elec.Engn.,Anhui University of Technology and Science,Wuhu 241000,China);Application of the adaptive fuzzy neural network to industrial water consumption prediction[J];Journal of Anhui University of Technology and Science;2005-03
2 ZHANG Si-mei,ZHANG Bing-chuan(Department of Municipal Engineering,Anhui Technical College of Water Resources and Hydroelectric Power,Hefei 230601,China);Application of fuzzy neural network on water environmental protection[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2007-02
3 HE Li-yuan1,XIA Jun1,2,ZHANG Li-ping1(1.State Key Laboratory of Water Resources and Hydropower Engineering Science,Wuhan University,Wuhan 430072,China;2.Key Laboratory of Water Cycle and Related Land Surface Processes,Chinese Academy of Sciences,Beijing 100101,China);Present Research and Development Trend on Water Resources Demand Forecast[J];Journal of Yangtze River Scientific Research Institute;2007-01
4 Guo Jinsong,Wang Haixia,Long Tengrui (Faculty of Environment Science and Engineering,Chongqing University B,Chongqing 400045);Application of Artificial Neural Network on Water Quality Planning and Management[J];Chongqing Environmental Science;2002-04
5 WANG Qian,JIANG Bing(School of Management,Hefei University of Technology,Heifei 230009,China);Summary of Water Resource Forecasting Methods based on Examples[J];Science Technology and Industry;2008-02
6 Liu Wei Gu Jie (The Electrical Engineering Department of Shanghai Jiaotong University, Shanghai, 200240);STUDY ON THE TAKAJI-SUGENO MODEL OF SHORT-TERM LOAD FORECASTING FOR POWER SYSTEM[J];Proceedings of The Csu-epsa;2003-02
7 MA Feng-hai1, YANG wei2 , YANG Fan 4,YU Xiao-xi 3 ( 1.Office of Discipline Construction , Liaoning Technical University,Fuxin 123000,China;2.Benxi Iron-steel Company, Benxi 117100, China;3. College of Civil and Architecture Engineering, Liaoning Technical University,Fuxin 123000,China;4. Dept. of Surveying Engineering, Liaoning Technical University,Fuxin 123000,China);Forecast water consumption with improved BP neural network[J];Journal of Liaoning Technical University;2004-02
8 WEI Ling-yong,BAI Run-cai (College of Resource and Environment Engineering, Liaoning Technical University, Fuxin 123000, China);Model to appraise water requirement of city and its application[J];Journal of Liaoning Technical University;2005-S1
9 HUANG Xiu-qiao~(1,2), KANG Shao-zhong~(1,3), WANG Jing-lei~2(1.Northwestern Sci-Tech University for Agriculture and Forestry, Yangling 712100, China; 2.Farmland Irrigation Research Institute, Ministry of Water Resources & CAAS, Xinxiang 453003, China; 3.China Agricultural University, Beijing 100083, China);A Preliminary Study on Predicting Method for the Demand of Irrigation Water Resource[J];Journal of Irrigation and Drainage;2004-04
10 MA Ling-ling,ZHAN Che-sheng,TANG Ling-li,JIANG Xiao-guang Remote Sensing Satellite Ground Station, Chinese Academy of Sciences, Beijing 100086, China; Graduate School, Chinese Academy of Sciences, Beijing 100039, China; Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;Review and Prospect on the Study Progress in Crop Water Requirements[J];Arid Land Geography;2005-04
Chinese Journal Full-text Database 10 Hits
1 WANG Xiao-na,WANG Shu-zong,ZHU Hua-bing(Department of Weaponry Engineering,Naval University of Engineering,Wuhan 430033,Hubei,China);Study on Models of Gyroscope-free Strap-down Inertial Navigation System[J];Acta Armamentarii;2006-02
2 Wang Junling 1 (1. Dept. of Urban Construction Engineering, Beijing 100044) Sun Huaijun 2 (2.Tianjin Institute of Geotechnical Investigation & Surveying, Tianjin 300191);Methods for Hourly Water Demand Prediction of Water Supply System[J];Journal of Beijing Institute of Civil Engineering and Architecture;2003-01
3 CAO Yong-hong, ZU Jing, LIN Zu-sen(Institute of Test Technology, North China Institute of Technology, Taiyuan 030051, China);Review of the Gyroscope Free Strap-Down Inertial Navigation System[J];Journal of Test and Measurement Technology;2004-03
4 Shi Wen-ming, Yang Xiao-dong, Xu Bin Graduate Oragnization, Naval Submarine Academy, Qingdao 266071, China;Status and Future Development of Gyroscope-Free Strapdown Inertial Navigation System[J];Control Technology of Tactical Missile;2006-03
5 XU Guo zhen (Development Research Center of AVIC, Beijing 100029, China);Contribution of inertial technology to the development of precision guided munitions[J];Electronics Optics & Control;2003-03
6 ZHAO Long, SHI Zhen, MA Shu tian (Automation Institute of Haerbin Engineering University, Heilongjiang Haerbin 150001, China);Discussion of the Numerical Integration Algorithm Used in the Gyroscope Free Strapdown Inertial Navigation Guidance System[J];;2001-02
7 LIU Yong~1,ZHAO Hong-qing~2,KOU Lie~3,WANG Tao~3(1 Department of Automatic Control,Northwestern Polytechnical University,Xi'an 710072,China;2 Xi'an Electricpower Supply Bureau,Xi'an 710032,China;3 The Martial Representative Office In No.203 Research Institute,Xi'an 710065,China);A Study on SINS/GPS/OD Combined Navigation System[J];Journal of Projectiles, Rockets, Missiles and Guidance;2006-02
8 MU Shu-zhi,BU Xiong-zhu,LI Yong-xin(School of Mechanical Engineering,NUST,Nanjing 210094,China);Research on Attitude Algorithm of Strapdown Inertial Navigation System under the Condition of High Dynamic Motion[J];Journal of Projectiles, Rockets, Missiles and Guidance;2006-03
9 Liao Li, Lin Jiaheng, Zhang Chenghui (School of Control Science & Engineering, Shandong University, Jinan 250061, China)[;Efficiency Optimization of Variable Frequency Variable Speed Water-supply Pumping Stations Based on Genetic Algorithm[J];Engineering Science;2002-09
10 Wang Xunjian Zhang Hongwei Zhao Xinhua(Tianjin University);THE STUDY OF MACROSCOPE DISTRIBUTION SYSTEM MODELING[J];China Water & Wastewater;1988-03
【Secondary References】
Chinese Journal Full-text Database 6 Hits
1 WANG Lai-ling1, LANG Yi2 (1.North China University of Water Conservancy and Electric Power, Zhengzhou 450011, China; 2.Yellow River Conservancy Commission,RGC Henan Water Hydrology, Zhengzhou 450000, China);Prediction and Analysis of Water Consuming[J];Computer Knowledge and Technology;2009-12
2 CHEN Wei1,LU Jian2,WU Zhi-cheng3(1.College of Environmental Science and Engineering,Hohai University,Nanjing 210098,China,2. Jiansu Engineering Consulting Center,Nanjing 210003,China;3. Nanjing Water Supply General Company,Nanjing 210002,China);Combined forecast model of urban hourly water consumption based on BP neural network[J];Journal of Harbin Institute of Technology;2009-06
3 JIA Bao-hua,DAN Qi,HUANG Jia-liang(Dept.of Foundation Studies,LEU,Chongqing 400016);Research on the Combination Forecasting Model of Neural Network for POL Consumption[J];Journal of Logistical Engineering University;2008-04
4 Zhang Qingsong,Zhang Juan,Jiangsu Key Laboratory of Oil & Gas Storage and Transportation Technology, Jiangsu Polytechnic University;RESEARCH ON THE FORECASTING MODEL OF GAS-OIL RATIO BASED ON THE NEURAL NETWORK[J];Computer Applications of Petroleum;2007-04
5 Zhang Baogang(School of Environmental Science and Engineering,Tianjin University,Tianjin 300072) Liu Ming(School of Architecture and Fine Art,Dalian University of Technology,Dalian 116024);A Study on Monitoring and Prediction of Urban Night Environment Based on Neural Network[J];Shanghai Environmental Sciences;2010-02
6 Lou Jing-jie,Zhang Qing-song,Chen Cheng-dai,et al.Tian zhong de engineering design Corporation,TianJin,300170.;RESEARCH ON FORECASTING MODEL OF GAS-OIL RATIO BASED ON THE NEURAL NETWORK[J];Xinjiang Oil & Gas;2007-03
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
2 Mou Lu Hongbin Zhao Hongwei Li(Harbin Univ.of Arch.& Engrg.) Changming Wang(Shenyang Water Supply Co.);COMBINED PRACTICAL DYNAMIC MODELING PREDICTING HOURLY WATER CONSUMPTION[J];CHINA WATER & WASTEWATER;1998-01
4 Li Jiexing et al;Loading Forecasting of Urban Water Supply based on Fuzzy Neuro Network[J];WATER & WASTEWATER ENGINEERING;1999-03
5 Huang Baofeng Chen Weiyu (South-East University);A New Prediction Approach of Short-term Load for Urban Water Supply Systems[J];Systems Engineering-theory & Practice;1992-01
6 Zhu Baozhang(Zhejiang Economics College,Jiaxing 314001);Study and Reviews on the Essential Methods of Grey System[J];SYSTEMS ENGINEERING ---THEORY & PRACTICE;1994-04
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