Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Shenyang Agricultural University》 2012-01
Add to Favorite Get Latest Update

The BP Network Prediction Model for Annual Runoff for Lacking of Hydrological Station

ZHOU Lin-fei,KANG Ping-ping,LI Bo (College of Water Conservancy,Shenyang Agricultural University,Shenyang 110161,China)  
In connection with the problem of runoff prediction of river section for lacking of station,with the targeted impact factor the annual runoff prediction model was established taking Tieling station of Liao River mainstream as the imaginary example which used improved BP algorithm of Artificial Neural Network-adaptive learning rate algorithm and Matlab Toolbox as the tool.The error met the requirement after forty-eight times training.Take the measured data from 2004 to 2006 as test sample to simulate and verify the model accuracy.The simulation result showed that the prediction of the three years met the requirement and the model could be used in annual runoff prediction on any section of river.
【Fund】: 国家自然科学基金面上资助项目(50879046)
【CateGory Index】: P334.92
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 9 Hits
1 FANG Hong1, ZHENG Wen-rui2 (1. Department of maths. Huazhong Agricultual University, Wuhan 430070, China; 2. College of Maths. Jilin University, Changchun 130012,China);A Fuzzy Neural Network Method in Runoff Forecast[J];Journal of Jiling University (Earth Science Edition);2004-S1
2 Gu Haiyan,Xu Wenke,Yu Lei(College of Science,Northeast Forestry University,Harbin 150040,P.R.China);Prediction of Annual Runoff in Songhua River Valley Based on BP Neural Networks[J];Journal of Northeast Forestry University;2007-10
3 DING Tao~1, ZHOU Hui-cheng~1 (1. School of Civil and Hydraulic Engineering, Dalian University of Technology, Dalian 116024, China );Prediction method research based on radial basis function neural network[J];Journal of Harbin Institute of Technology;2005-02
4 RAN Du-kui1,2,LI Min3,WU Sheng1,4,XIE Jian-cang11.Key Lab of Northwest Water Resources and Environment Ecology of MOE,Xi’an University of Technology,Xi’an 710048,China 2.Hanjiang Hydropower Development Co.,Ltd,Danjiangkou,Hubei 442700,China 3.Northwest Investigation and Design Institute,Xi’an 710065,China 4.Northwest Electric Power Design Institute,Xi’an 710075,China;Application of ANN in study of hysteretic nature of factors influencing inflow runoff[J];Computer Engineering and Applications;2009-30
5 GONG Chuan-li, KANG Ling, JIANG Tie-bing(College of Hydropower and Information Engineering, Huazhong University of Science and Technology, Wuhan430074,China);Daily runoff prediction based on integration of genetic and back-propagation algorithms[J];Northwest Water Power;2003-04
6 Liu Guodong\ Ding Jing (Sichuan Union University);Discussion on problems of BP neural networks applied to hydrological prediction[J];JOURNAL OF HYDRAULIC ENGINEERING;1999-01
7 LEI Xiao-yun1,ZHANG Li-xia2,LIANG Xin-ping2(1.Xinjiang Agriculture University,Urumqi 830052,China; 2.Xinjiang Research Institute of Survey,Planning and Designing,Urumqi 830002,China);Study on the Forecast Model of Annual Runoff Base on An Annual Runoff Forecasting Model of BP Neural Network Based on MATLAB Toolbox[J];Journal of China Hydrology;2008-01
8 ZHANG Xiao-wei,HUANG Ling-mei,SHEN Bing,SUN Xin-xin,LIU Min(Key Lab of Northwest Water Resources and Environment Ecology of MOE at XAUT,Xi'an 710048,China);Application of cray-self-memory-neural network model to prediction of the annual runoff[J];Journal of Xi'an University of Architecture & Technology(Natural Science Edition);2006-06
9 SHI Biao1,LI Yu-xia1,YU Xin-hua2,YAN Wang1,LI Peng1 (1.Institute of Water Resources and Hydro-electric Engineering,Xi'an University of Technology,Xi'an 710048,China;2.Technical Institute of High Vocation,Qingdao University of Science and Technology,Qingdao 261000,China);Long-Term Runoff Forecast Method Based on Resilient Adaptive Artificial Fish School Algorithm and Back Propagation Neural Network Model[J];Journal of Natural Resources;2009-11
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Jun MENG Jijun 1)(Ministry of Education Key Lab of Analysis and Simulation of Earth Surface Processes,Department of Geography,Peking University,Beijing,100871);Characteristics and Tendencies of Climate Change in the Southwestern Karst Region of China in the Recent 45 Years[J];Acta Scientiarum Naturalium Universitatis Pekinensis;2007-02
2 Wang Jinwen, Shi Qi, Zhang Yongchuan (Huazhong University of Science and Technology, Wuhan 430074, China);APPLICATIONS OF ARTIFICIAL NEURAL NETWORK TO WATER RESOURCES MANAGEMENT[J];Dam Observation and Geotechnical Tests;2002-05
3 LI Shoujun1,GAO Lei1,XU Lizhong2,YU Hong3(1.Suqian College,Suqian 223800,China;2.Hohai University,Nanjing 210098,China;3.Xuzhou Science and Computer Engineering Research Institute,Xuzhou 221008,China);Comparison of Stage-discharge Curve Fitting Based on BP Neural Network and Polynomial Fitting[J];Hydropower Automation and Dam Monitoring;2009-01
4 YANG Xu, FENG Guo-zhang;Analysis of medium and long term hydrological forecast precisionbased on BP network[J];Water Resource & Hydropower of Northeast China;2003-02
5 ZENG Guo - xi, LIANG Chuan, LIU Guo - dong;Determination of over - fit parameter p in uncertainty principle of BP network"over - fit" phenomenon[J];Water Resource & Hydropower of Northeast China;2003-10
6 SHI Jiao-zhi1,LIN Ru-yan2(1.Department of Water Resources of Guangdong,Guangzhou 510150,China;2.Guangdong Provincial Investigation,Design and Research Institute of Water Conservancy and Electric Power,Guangzhou 510170,China);Yearly Runoff Prediction Model of RBFNN Based on HHT[J];Journal of Guangdong Technical College of Water Resources and Electric Engineering;2007-02
7 WEI Zhan min, CHEN Ya xin, SHI Hai bin, QU Zhong yi (Inner Mongolia Agricultural University, Huhehaote 010018, China);Preliminary Study on Spring Wheat Response to Water with BP Neural Network Method[J];Irrigation and Drainage;2002-02
8 WANG Shun-jiu 1, HOU Yu 2, ZHANG Xin-li 3, DING Jing 1 (1. College of Hydropower Engineering, Sichuan University, Chengdu 610065, China; 2. Department of Geography, Zhongshan University, Guangzhou 510275, China; 3. Business School, Sichuan University, Chengdu 610064, China);A Projection Pursuit Model for Comprehensive Evaluation of Irrigation District Reconstruction[J];Irrigation and Drainage;2002-04
9 QU Zhong-yi,CHEN Ya-xin,SHI Hai-bin,WEI Zhan-min (Inner Mongolia Agricultural University, Huhhot 010018, China);An Artificial Neural Network Forecast Model for Regional Soil Water-Salt Regime[J];Irrigation and Drainage;2002-04
10 YU Fei,LI Yi-nong(China Institute of Water Resources and Hydropower Research,Beijing 100044, China);Evaluation on the Border Irrigation Performance Simulation Model with the Application of the BP Neural Network[J];Journal of Irrigation and Drainage;2007-06
China Proceedings of conference Full-text Database 2 Hits
1 Shiguang Wen~1,Fei Wang~(1.2),Chengdong Wu~2,Hao Wang~1Yuzhong Zhang~1 1.College of Information Science and Engineering,Northeastern University,Shenyang 110004 2.State Key Laboratory of Robotics and System(HIT),Harbin 150080;Human Lower Limb Motion Recognition Based on Translation Invariance Wavelet Transform and RBF Neural Networks[A];[C];2009
2 ZHAO Di,WU Xi-xin,LI Hong-yi,ZHANG Ye (LMIB,School of Mathematics System Science,Beihang University,Beijing 100191);Forecast of fertilizer demand and guide of fertilization in different periods of crop growth based on Artificial Neural Network[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Zhang Jingjing, Jiang Tiebing, Kang Ling, Quan Xianzhang (Huazhong University of Science and Technology, Wuhan 430074, China);ARTIFICIAL NEURAL NETWORK-BASED DAILY STREAMFLOW FORECASTING[J];Dam Observation and Geotechnical Tests;2002-04
2 Gu Haiyan,Xu Wenke,Yu Lei(College of Science,Northeast Forestry University,Harbin 150040,P.R.China);Prediction of Annual Runoff in Songhua River Valley Based on BP Neural Networks[J];Journal of Northeast Forestry University;2007-10
3 CHEN Shou yu ( School of Civil Eng. & Archit., Dalian Univ. of Technol., Dalian 116024, China );Fuzzy pattern recognition model with cross iteration and its convergence[J];Journal of Dalian University of Technology;2001-03
4 LIU Chang ming 1,2 , CHENG Li 1 (1 Institute of Geography, CAS, Beijing 100101; 2 College of Resources and Environmental Sciences, Beijing Normal University, Beijing 100875);Analysis on Runoff Series with Special Reference to Drying up Courses of Lower Huanghe River[J];ACTA GEOGRAPHICA SINICA;2000-03
5 Yu Yang①② Yin Zhi-feng① Tian Ya-fei① ① (School of Information Science and Engineering , Lanzhou University, Lanzhou 730000, China) ② (School of Electronical and Information Engineering, Jiangsu Teachers College of Technology, Changzhou 221031, China);Multiuser Detector Based on Adaptive Artificial Fish School Algorithm[J];Journal of Electronics & Information Technology;2007-01
6 WANG Yi-min,XU Xiao-yuan,YAN Ai-ling,HUANG Qiang,Li Yan-bin (Key Lab of Northwest Water Resources and Environment Ecology of MOE at XAUT,Xi'an 710048,China);Nearest Adjacent Forecasting Model and Its Application to Stream Flow Prediction[J];Systems Engineering;2008-06
7 WANG Ling, HUANG Guo-ru (College of Water Resources and Environment, Hohai University, Nanjing 210098, China);An Artificial Neural Network Model of Forecasting Daily Runoff Based on Runoff Classification[J];Irrigation and Drainage;2002-04
8 ZHOU Yuanhui, LU Yuchang, SHI Chunyi State Key Laboratory of Intelligent Technology and System; Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China;Adaptive and parallel genetic algorithm based on solving premature convergence[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1998-03
9 Cao Hongxing(Chinese Academy of Meteolological Sciences, Beijing 100081);Self-memorization Equation and Self-memory Model[J];METEOROLOGICAL MONTHLY;1995-01
10 MA Xi-xia(Zhengzhou University,Zhengzhou,Henan 450003);Application and Analysis on Multivariate Relation Handled by Artificial Neural Network[J];Yellow River;2005-12
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved