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《Journal of Hydraulic Engineering》 2005-07
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Artificial neural network model for flood water level forecasting

ZHU Xing-ming~1, LU Chang-na~2, WANG Ru-yun~2,BAI Jing-Yi~1(1. China Institute of Water Resources and Hydropower Research, Beijing 100044, China; 2. Hohai University, Nanjing 210098, China)  
The artificial neural network technology is applied to establish the model for forecasting the flood water level based on the data of upstream hydrological station and local station. The deterministic coefficient in forecasting norm for hydrology is taken as the objective function. For improving the network training speed and forecasting the probable high water level exceeding the highest water level in history, a standardized method is given to treat the data of input layer and output layer. The proposed forecasting model is applied to analyze the hydrological data of two stations located in Beijiang River, Zhujiang Delta. The result shows that by reasonable selection of original data for input layer element and forecasting period, satisfactory forecast precision can be obtained.
【Fund】： 水利部“948”技术创新与推广转化计划(CT200203)
【CateGory Index】： TV124
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【References】
Chinese Journal Full-text Database 10 Hits
1 LI Cheng-lin,YANG Bin-bin;Flood forecast model of Fengman reservoir based on BP neural network and genetic algorithm[J];Water Resources & Hydropower of Northeast China;2009-08
2 ZHANG Chi,ZHOU Hui-cheng,LI WeiSchool of Civil and Hydraulic Engineering,Dalian University of Technology,Dalian 116024,China;River flow forecasting model based on fuzzy inference and associated rules analysis[J];Journal of Dalian University of Technology;2008-02
3 Li Zhijia Zhou Yi Ma Zhenkun(College of Hydrology and Water Resources,Hohai University,Nanjing 210098,China);River channel flood forecasting method of coupling wavelet neural network with autoregressive model[J];东南大学学报(英文版);2008-01
4 ;Simulation of Suspended Sediment Concentration in the South Branch of Yangtze Estuary Using Elman Network[J];Computer Development & Applications;2007-06
5 WU Sheng1,XIE Jian-cang1,WANG Zhi-rong2,HUANG Duo3,WANG Ya-mei1(1.Research Institute of Water Resource,Xi'an University of Technology,Xi'an 710048;2.School of Environment Science and Safety Engineering,Tianjin Institute of Technology,Tianjin 300191;3.Management School,Xi'an University of Technology,Xi'an 710048);Runoff Coefficient Forecast of Typical Underlying Surface Based on Neural Network Method[J];Environmental Science & Technology;2007-05
6 HUANG Qun,SUN Zhandong & JIANG Jiahu(State Key Laboratory of Lake Science and Environment,Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,P.R.China);Impacts of the operation of the Three Gorges Reservoir on the lake water level of Lake Dongting[J];Journal of Lake Sciences;2011-03
7 Wang Qi-hu et al;Application of BP Neural Network Model in Forecasting Runoff of Liuxihe Reservoir[J];Environmental Protection Science;2010-03
8 LI Shi-jin,ZHANG Xiao-hua, WAN Ding-sheng, ZHU Yue-long(School of Computer and Information Engineering,Hohai University,Nanjing 210098,China);Estimation of Water Level Propagation Time between Two Measuring Stations Based on DTW[J];Journal of Jiangnan University(Natural Science Edition);2007-06
9 Yu Guoqiang1,Li Zhanbin 1,2,Zhang Xia 3,Li Peng 1,Liu Haibo 1 (1.Key Laboratory of Northwest Water Resources and Environment Ecology Xi'an University of Technology,Xi'an 710048,China; 2.State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau,Institute of Soil and Water Conservation, Chinese Academy of Sciences and Ministry of Water Resources,Yangling 712100,China; 3.Research and Design Institute of Environmental Science of Shaanxi Province,Xi'an 710061,China);Dynamic simulation of soil water-salt using BP neural network model and grey correlation analysis[J];Transactions of the Chinese Society of Agricultural Engineering;2009-11
10 ZHANG Hui,LEI Guo-ping,ZHAO Ying-hui(College of Resource and Environment,Northeast Agricultural University,Harbin 150030,China);Dynamic simulation of Songhua River flooding range based on GIS and neural network[J];Journal of Engineering of Heilongjiang University;2011-02
【Citations】
Chinese Journal Full-text Database 5 Hits
1 shang jincheng; Liu Xinqing ;Zhang Yongchuan ;Liu Yuqi; Du Jiang(Huazong University of Science and Technology Wuhan, 430074);FORECAST OF ADAPTIVE STREAMFLOW USING MULTILAYER NEURAL NETWORKS[J];INTERNATIONAL JOURNAL HYDROELECTRIC ENERGY;1995-01
2 XU Hong\|zhong\+1, WU Zhong\|ru\+1, LI Xue\|hong\+1 (1 Hohai University,Nanjing\ 210098,China);Neural network of phase space and its application in dam safety monitoring[J];Journal of Hydraulic Engineering;2001-06
3 LI Hong yan 1, LIU Han bing 1, YUAN Xi min 2, LIU Shu kun 2 (1 Jilin University, Changchun 130025,China; 2 China Institute of Water Resources and Hydropower Research, Beijing 100038,China);Peak value recognition theory of artificial neural network and its application to flood forecasting[J];Journal of Hydraulic Engineering;2002-06
4 LI Zongkun1, ZHENG Jingxing2, ZHOU Jing1(1Dalian University of Technology,Dalian116024,China;Guangdong Provincial Investigation Design and Research Institute of Water Conservancy and Electric Power,Guangzhou510170,China);Improved BP model and its application of earth dam monitoring data analysis[J];Journal of Hydraulic Engineering;2003-07
5 WANG Tao~1,WU Xiao|yu~1,ZENG Hong|zhuan~1, HAN Li|ping~2(1.Nanshan Water Affair Bureau of Shenzhen,Shenzhen518059,China;2.Shenzhen Insititute of Information Technology);Application of neural network PID controller in canal operation system[J];Journal of Hydraulic Engineering;2004-11
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Ni Zhiwei (Dept.of computer,Anhui University,Hefei 230039);Deep study on Activation Function in BP Network[J];Journal of Anhui University(Natural Sciences);1997-03
2 Wang Xiaodong (Architectural Design and Research Institute of Anhui Institute of Architecture and Industry, Hefei 230022, China);Ground Liquefaction Estimation Based on the Improved IRN Model[J];Anhui Architecture;2006-04
3 WANG Rui-mei et al (College of Economics and Management,China Agriculture University,Beijing 100083);Dissolved Oxygen Fuzzy System Predicting Model in Aquaculture Pond Based on Neural Network[J];Journal of Anhui Agricultural Sciences;2010-33
4 YU Zhi-heng et al(College of Water Conservancy and Hydropower Engineering,Hohai University,Nanjing,Jiangsu 210098);Prediction of the Influence of Water Level and Environmental Factors on Physiological Index of Wheat[J];Journal of Anhui Agricultural Sciences;2010-34
5 YU Hong-mei, ZHU Xiao-ming, CHEN Gang ( School of Chemical Engineering, Anshan University of Science and Technology, Anshan 114044, China);Simultaneous determination of zirconium and titaniumby artificial neural networks spectrophotometry[J];Journal of Anshan University of Science and Technology;2003-01
6 ZHANG Zhi-hong(Anhui Technical College of Water Resources and Hydroelectric Power, Hefei 230601,China);Clustering algorithm and its application based on optimized Fuzzy C-Means[J];Journal of Anhui Technical College of Water Resources and Hydroelectric Power;2008-01
7 JIAO Xian-song,LUO You-shui (Hydrology and Water Resources Bureau of Anqing,Anqing 246003,China);Qingyang hydrological station for forecasting floods and evaluation framework[J];Journal of Anhui Technical College of Water Resources and Hydroelectric Power;2010-02
8 HU Xing-lin+1, CHANG Jun-jie+2, YAO Zhi-zong+3, JIA Huai-sen+3 (1. Hydrology and Water Resources Bureau of Gansu Province, Lanzhou Gansu 730000, China; 2. Administrative Officeof Hydrology and Water Resources of the Upper Reaches of the Yellow River, Lanzhou Gansu 730000, China;3. Commission Office of Water Amount Attemper of the Upper Reaches and Middle Reaches of theYellow River, Lanzhou Gansu 730030, China);Study and Application of Hydrology Forecast Model in the Arid And Semi-Arid Regions[J];Journal of Glaciology and Geocryology;2003-04
9 TAN Ge~1, XIA Jun~1, LI Xin~2(1. Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;2. Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou Gansu 730000, China);Hydrological Prediction in Ungauged Basins[J];Journal of Glaciology and Geocryology;2004-02
10 MAO Wei-yi~(1, 2), WU Jun~3, CHEN Chun-yan~2 (1. Institute of Desert Meteorology, China Meteorological Administration, rümqi Xinjiang 830002, China;2. Environmental and Meteorological Center of Xinjiang, rümqi Xinjiang 830002, China;3. Meteorological Bureau of Bayingol Prefecture, Korla Xinjiang 841000, China);Relationship of 0 ℃ Level Height and SummerFlood of Aksu River, Xinjiang[J];Journal of Glaciology and Geocryology;2004-06
China Proceedings of conference Full-text Database 10 Hits
1 Zhu Shuanghe Ma Ling Air Foree Telecommunication Engineering Institute,Xi'an,710077;A New Self-organizing Mapping Algorithm for TSP Problem[A];[C];1999
2 ;Internal Model Control of Pneumatic Artificial Muscle Using Echo State Networks[A];[C];2010
3 Wei Jiangwei He Huahui (Department of Solid State Electronics,Huazhong University of Science and Technology,Wuhan,430074,China);The Application of Artificial Neural Network in Predicting of Bismuth Content for Bi-Substituted LPE Garnet Films[A];[C];1998
4 HE Xiping,HUA Xisheng,WENG Jingjun College of Civil Engineering, Hohai University, Nanjing 210098, China; Nanchang Institute of Technology, Nanchang 330029, China;The Application of Synthetically Improved BP Neural Network on Safety Monitoring[A];[C];2006
5 Li Ganghu Yi Ligang Lu Haibo Sheng Zeyuan(ChangSha University of Science and engineering course,Changsha,410007,China);DESIGN AND REALIZATION OF RELAY PROTECTION DRAWING MANAGE SYSTEM[A];[C];2006
6 Siju Peng Weiwei Du (School of Sciences, Wuhan University of Technology, Hubei, Wuhan, 430070);An Improved BP Learning Algorithm for Neural Network and Application[A];[C];2006
7 Deng Haiwei (Dongying State Administration of Taxation, Shandong Province 257091);Self Adaptive Resonance Network Analysis[A];[C];2003
8 Zhang Rong1 Chen Fei1 Jiang Youshan1 Jiao Shengming2 (1.Lianyungang Weather Bureau,222006 2.Jiangshu Weather Bureau 210009);The Water Level Ration Prediction Method About Two Big Reservoirs in Lianyungang City[A];[C];2007
9 Chen yan~1 Chen Liang~2 (1.Shandong University of &ience and Technology,Qinddao 266510,China; 2.China Water Resources Pearl River Planning Surveying & Desisning Co.Ltd,Guangzhou 510610,China);Flood protecting system's performace analysis model constituting[A];[C];2007
10 ;Color-Model Base Self-Organizing Maps[A];[C];2004
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 HAO Zhen-chun,CHI Chen-xing niversity, Nanjing Jiangsu 210098, China);The Effect of Spatial Resolution and Sampling Method on the Watershed Features Derived from DEM[J];Journal of Glaciology and Geocryology;2004-05
2 YONG Bin~(1), ZHANG Wan-chang~(2,1), LIU Chuan-sheng~(1) (1.International Institute for Earth System Science(ESSI),Nanjing University, Nanjing Jiangsu 210093,China;2.RegionalClimate-Environment Research for Temperate East Asia,Institute of Atmosphere Physical,CAS,Beijing 100029,China);Advances in the Coupling Study of Hydrological Models and Land-Surface Models[J];Journal of Glaciology and Geocryology;2006-06
3 CHEN Junfeng CHEN Xiuwan (Institute of Remote Sensing & GIS, Peking University, Beijing, 100871);Water Balance of the SWAT Model and Its Application in the Suomo Basin[J];Acta Scicentiarum Naturalum Universitis Pekinesis;2004-02
4 Shao Jingli, Wei Jiahua, Cui Yali(China University of Geosciences, Beijing 100083) Wen Tangzhang(Lunan Geoengineering Institute, Yanzhou 272000);APPLICATION OF GENETIC ALGORITHM TO NONLINER GROUNDWATER ECONOMIC MANAGEMENT MODEL[J];JOURNAL OF CHANGCHUN UNIVERSITY OF SCIENCE AND TECHNOLOGY;1999-03
5 YU Lei1,QIU Dian-ming21.Department of Resources and Environment,Shandong University of Technology,Zibo,Shandong 255049,China2.Editorial Deparment of Journal of Jilin University,Changchun 130026,China;Water Quantity Simulation of the Zhangweinan Basin Based on SWAT Model[J];Journal of Jilin University(Earth Science Edition);2007-05
6 TANG Jie,L Chuan,LI Zhao-yang,WANG Chen-ye,ZHANG Jing-cheng,LI Hai-yiCollege of Environment and Resources,Jilin University,Changchun 13002,China;Evaluation of Eco-Environmental Quality Based on Coupling of Gray Clustering and 3S Method——A Case Study on Da'an,Jilin Province[J];Journal of Jilin University(Earth Science Edition);2008-06
7 Chen Chun(Changchun Institute of Geography,Academia Sinica);CREATING OF THIESSEN POLYGONS ANDTHEIR APPLICATION IN COMPUTER GRAPHICS[J];Acta Geodaetica Et Cartographic Sinica;1987-03
8 SONG Dunjiang LUO Nianxue (School of Geodesy and Geomatics, Wuhan University, 129 Luoyu Road, Wuhan 430079, China);APPLICATION OF MAP ALGEBRA TO INUNDATION SIMULATION AND ANALYSIS[J];Wtusm Bulletin of Science and Technology;2004-04
9 CHEN Xing-hua,WAN Qing,LAN Heng-xing,ZHOU Chen-hu (LREIS,Institute of Geographical Sciences and Natural Resources Research, CAS,Beijing100101,China);Constitution and application of Jingjiang River flood forecasting information issuance system[J];Journal of Yangtze River Scientific Research Institute;2004-03
10 LI Duan-you,ZHOU Yuan-chun(Yangtze River Scientific Research Institute,Wuhan 430010,China);Application of BP Network to Multiple-spot Model of Dam Deformation Monitoring[J];Journal of Yangtze River Scientific Research Institute;2005-06
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Zai-ming et al (Institute of Hydrogeology and Environmental Geology,Chinese Academy of Geological Sciences,Shijiazhuang,Hebei 050061);Research Progress on Water and Salt Transport in Arid and Semi-arid Shallow Groundwater Areas[J];Journal of Anhui Agricultural Sciences;2010-33
2 SUN Dongyuan1,2, Yilihamu1,2, FENG Shengli3, ZHAO Chengyi1 (1. Xinjiang Institute of Ecology and Geography, CAS, Urumqi 830011, China; 2. Graduate University of Chinese Academy of Sciences, Beijing 100049, China; 3. Institute of Investigation and Design, the First Agricultural Division, Aksu 843000, China);Progress in the Study on Conjunctive Regulation of Surface Water and Groundwater in Arid Inland River Basins[J];Progress in Geography;2009-02
3 CHEN Hao-rui1,WANG Shao-li2,GAO Zhan-yi2,HU Ya-qiong2,HUANG Jie-sheng1(1.State Key Laboratory of Water Resources and Hydropower Engineering Science,Wuhan University,Wuhan 430072,China;2.China Institute of Water Resources and Hydropower Research,Beijing 100048,China);Analysis on Characteristics of Groundwater Level Changes in Yundong Plain from 1976[J];Journal of Irrigation and Drainage;2010-04
4 SUN Zhan-dong,HUANG Qun,JIANG Jia-hu (State Key Laboratory of Lake Science and Environment,Nanjing Institute of Geography and Limnology,Chinese Academy of Sciences,Nanjing 210008,China);CHANGES OF MAJOR ECOLOGICAL AND ENVIRONMENTAL ISSUES IN DONGTING LAKE REGION[J];Resources and Environment in the Yangtze Basin;2011-09
5 ZHANG Chi1,ZHOU Hui-cheng1,WANG Ben-de1,JIANG Yun-zhong2(1.School of Civil and Hydraulic Engineering,Dalian University of Technology,Dalian 116024,China,2.China Institute of Water Resources and Hydrpower Research,Biejing 100044,China);Combined forecast method for classified forecast of river flood propagation[J];Journal of Harbin Institute of Technology;2008-08
6 ZHANG Zuo-yi1,WANG Rui-rong1,WANG Jian-zhong1,XUE An-ke1XIE Fa-quan2,HE Xiao-hong2,SUN Ying-hong2(1.Hangzhou Dianzi University,Hangzhou Zhejiang 310018,China;2.Hangzhou Hydrology and Water Resources Monitoring Station,Hangzhou Zhejiang 310014,China);Application of Feed-forward Neural Networks to Tidal Bore Forecasting[J];Journal of Hangzhou Dianzi University;2010-04
7 Cheng Weishuai1,2 Ji Changming1,3 Liu Dan2 (1 State Key Laboratory of Water Resources and Hydropower Engineering Science,Wuhan University,Wuhan 430072,China;2 Water Resources Department,Changjiang River Scientific Research Institute,Wuhan 430010,China;3 Institute of Water Resources and Hydropower Engineering,North China Electric Power University,Beijing 102206,China);Classification of flood hydrograph using improved fuzzy C-means clustering algorithm[J];Journal of Huazhong University of Science and Technology(Nature Science Edition);2009-11
8 GAO Guanbin1,2 WANG Wen1,2 LIN Keng1,2 CHEN Zichen1,2 (1.Institute of Advanced Manufacturing Engineering,Zhejiang University,Hangzhou 310027;2.Key Lab of Advanced Manufacturing Technology of Zhejiang Province,Zhejiang University,Hangzhou 310027);Error Compensation of Joint Angles Based on RBF Neural Networks[J];Journal of Mechanical Engineering;2010-12
9 Yu Guoqiang1,Li Zhanbin 1,2,Zhang Xia 3,Li Peng 1,Liu Haibo 1 (1.Key Laboratory of Northwest Water Resources and Environment Ecology Xi'an University of Technology,Xi'an 710048,China; 2.State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau,Institute of Soil and Water Conservation, Chinese Academy of Sciences and Ministry of Water Resources,Yangling 712100,China; 3.Research and Design Institute of Environmental Science of Shaanxi Province,Xi'an 710061,China);Dynamic simulation of soil water-salt using BP neural network model and grey correlation analysis[J];Transactions of the Chinese Society of Agricultural Engineering;2009-11
10 YANG Dong-yu1,L Mou1,TAN Zhou-ji2(1.School of Environmental and Municipal Engineering,Qingdao Technological University,Qingdao 266033,China;2.Qingdao Three Dragon Urban Construction Integrated Development Co.,Ltd.,Pingdu 266700,China);Contrastive Research on Three Forecasting Models of Daily Urban Water Consumption[J];Journal of Qingdao Technological University;2011-02
China Proceedings of conference Full-text Database 1 Hits
1 Zhang Shaozhong Institute of Electronics and Information Zhejiang Wanli University Ningbo, Zhejiang 315100, ChinaYuan Juqin Institute of Electronics and Information Zhejiang Wanli University Ningbo, Zhejiang 315100, China;Flux and Level Prediction based on An Wavelet Neural Network Flood Model[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 9 Hits
1 Zhao Bin (Nanjing Automation Research Institute. 210003. Naming. China)Wu Zhongru. Zhang Ailing (Hohai University. 210098. Nanjing. China);APPLICATION OF BACK PROPAGATION MODEL IN PREDICTION OF DAM SAFETY MONITORING[J];DAM OBSERVATION AND GEOTECHNICAL TESTS;1999-06
2 PENG Song; FANG Zu-xiang (Electrical Engineering Department, Fudan University, Shanghai 200433, China);The Joint Optimization of BP Learning Algorithm[J];JOURNAL OF CIRCUITS AND SYSTEMS;2000-03
3 Gao Xiaorong and Yang Fusheng(Deprtment of Electric Machine and Electronic Engineering, Tsinghua University, Beijing 100084);A NEW METHOD FOR TRAINING MLP NEURAL NETWORKS[J];CHINESE JOURNAL OF COMPUTERS;1996-09
4 Wang Dong(Hohai Univ, Nanjing, 210098)Cao Shengle(Shandong Univ. of Technology, Jinan, 250061 );State-of-Art of Application of Artificial Neural Networks in Hydrology, Water Resources and Water Environment[J];WATER RESOURCES AND HYDROPOWER ENGINEERING;1999-12
5 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
6 Wang Shuyu\ Liu Guohua\ Du Wanggai\ Shi Jiaoying\ Dong Feng(Zhejiang University);Chaotic Phenomenon in Observation Data of Dam Monitoring[J];JOURNAL OF HYDRAULIC ENGINEERING;1999-07
7 WANG Chang de, KE Shan qing, FENG Xiao bo (College of Water Conservancy and Hydropower Engineering, Wuhan Univ. of Hydr. & Elec. Eng., Wuhan 430072, China);Using P+PR controller into Bival control algorithm for automatic operation of open channel[J];JOURNAL OF WUHAN UNIVERSITY OF HYDRAULIC AND ELECTRIC ENGINEERING;2000-02
8 LI Hong-yan. LIU Han-bing, YUAN Xi-min, LIU Shu-kun ( Jilin University of Technology. Changchun 130025. China; China Institute of Water Resources and Hydroelectric Research. Beijing 100038. China);Study on improving peak flood forecast accuracy of artificial neural network[J];Journal of Natural Disasters;2002-01
9 FENG Guo zhang(Institute of Agricultural Water Soil Engineering,Northwestern Agricultural University, Yangling 712100)LI Pei cheng(Department of Hydrogeology and Engineering Geology, Xi'an Institute of Engineering, Xi'an 710054);AN ANALYSIS OF EFFECTS OF ARTIFICIAL NEURALNETWORK STRUCTURES ON PRECISION OFSTREAM FLOW FORECASTING[J];JOURNAL OF NATURAL RESOURCES;1998-02
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