Back propagation neural networks in river flow forecasting

被引:0
|
作者
Phien, HN [1 ]
Danh, NT [1 ]
机构
[1] Asian Inst Technol, Pathumthani 12120, Thailand
关键词
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Back Propagation Neural Networks have been widely and successfully used for forecasting in various fields, especially in stock market prices. In this study, they were used to forecast daily river flows in two basins, namely the Da Nhim and La Nga basins, in Vietnam. It was found that the Back Propagation Network Models provided satisfactory forecast discharges for both basins. Moreover, the discharges were also forecast from data of different stations within the La Nga Basin input directly and separatedly to the model. In this case, however, the model took longer time to run and the correspondent forecast discharges were not as accurate as when those obtained with mean value data.
引用
收藏
页码:432 / 441
页数:2
相关论文
共 50 条
  • [1] River flow forecasting using recurrent neural networks
    Nagesh Kumar D.
    Srinivasa Raju K.
    Sathish T.
    [J]. Water Resources Management, 2004, 18 (2) : 143 - 161
  • [2] River flow forecasting using artificial neural networks
    Zakermoshfegh, M
    Ghodsian, A
    Montazer, GA
    [J]. HYDRAULICS OF DAMS AND RIVER STRUCTURES, 2004, : 425 - 430
  • [3] Intermittent river flow forecasting by artificial neural networks
    Cigizoglu, HK
    [J]. COMPUTATIONAL METHODS IN WATER RESOURCES, VOLS 1 AND 2, PROCEEDINGS, 2002, 47 : 1653 - 1659
  • [4] River flow forecasting using recurrent neural networks
    Kumar, DN
    Raju, KS
    Sathish, T
    [J]. WATER RESOURCES MANAGEMENT, 2004, 18 (02) : 143 - 161
  • [5] Constructive neural networks in forecasting weekly river flow
    Valença, M
    Ludermir, T
    [J]. ICCIMA 2001: FOURTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, PROCEEDINGS, 2001, : 271 - 275
  • [6] River flow forecasting using artificial neural networks
    Dibike, YB
    Solomatine, DP
    [J]. PHYSICS AND CHEMISTRY OF THE EARTH PART B-HYDROLOGY OCEANS AND ATMOSPHERE, 2001, 26 (01): : 1 - 7
  • [7] Typhoon surge forecasting with artificial back-propagation neural networks
    Jan, C. D.
    Tseng, C. M.
    Wang, J. S.
    Wang, C. M.
    [J]. OCEANS 2006 - ASIA PACIFIC, VOLS 1 AND 2, 2006, : 466 - +
  • [8] River flow forecasting for reservoir management through neural networks
    Valença, M
    Ludermir, T
    Valença, A
    [J]. HIS 2005: 5th International Conference on Hybrid Intelligent Systems, Proceedings, 2005, : 545 - 547
  • [9] Application of neural networks to the problem of forecasting the flow of the River Nile
    Atiya, A
    ElShoura, S
    Shaheen, S
    ElSherif, M
    [J]. NEURAL NETWORKS FOR SIGNAL PROCESSING VII, 1997, : 598 - 606
  • [10] A comparison of artificial neural networks used for river flow forecasting
    Dawson, CW
    Wilby, RL
    [J]. HYDROLOGY AND EARTH SYSTEM SCIENCES, 1999, 3 (04) : 529 - 540