Artificial neural networks for streamflow prediction

被引:70
|
作者
Dolling, OR [1 ]
Varas, EA
机构
[1] Univ Nacl San Juan, Dept Hydraul, San Juan, Argentina
[2] Pontificia Univ Catolica Chile, Sch Engn, Santiago, Chile
关键词
D O I
10.1080/00221680209499899
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper presents monthly streamflow prediction using artificial neural networks (ANN) on mountain watersheds. The procedure addresses the selection of input variables, the definition of model architecture and the strategy of the learning process. Results show that spring and summer monthly streamflows can be adequately represented, improving the results of calculations obtained using other methods. Better streamflow prediction methods should have significant benefits for the optimal use of water resources for irrigation and hydroelectric energy generation.
引用
收藏
页码:547 / 554
页数:8
相关论文
共 50 条
  • [1] Advances in ungauged streamflow prediction using artificial neural networks
    Besaw, Lance E.
    Rizzo, Donna M.
    Bierman, Paul R.
    Hackett, William R.
    [J]. JOURNAL OF HYDROLOGY, 2010, 386 (1-4) : 27 - 37
  • [2] Streamflow forecasting using artificial neural networks
    Hsu, KL
    Gupta, HV
    Sorooshian, S
    [J]. WATER RESOURCES ENGINEERING 98, VOLS 1 AND 2, 1998, : 967 - 973
  • [3] Rainfall-runoff models using artificial neural networks for ensemble streamflow prediction
    Jeong, DI
    Kim, YO
    [J]. HYDROLOGICAL PROCESSES, 2005, 19 (19) : 3819 - 3835
  • [4] Streamflow forecasting by modeling the rainfall–streamflow relationship using artificial neural networks
    Shahzad Ali
    Muhammad Shahbaz
    [J]. Modeling Earth Systems and Environment, 2020, 6 : 1645 - 1656
  • [5] The viability of extended marine predators algorithm-based artificial neural networks for streamflow prediction
    Ikram, Rana Muhammad Adnan
    Ewees, Ahmed A.
    Parmar, Kulwinder Singh
    Yaseen, Zaher Mundher
    Shahid, Shamsuddin
    Kisi, Ozgur
    [J]. APPLIED SOFT COMPUTING, 2022, 131
  • [6] Predicting monthly streamflow using artificial neural networks and wavelet neural networks models
    Yilmaz, Muhammet
    Tosunoglu, Fatih
    Kaplan, Nur Huseyin
    Unes, Fatih
    Hanay, Yusuf Sinan
    [J]. MODELING EARTH SYSTEMS AND ENVIRONMENT, 2022, 8 (04) : 5547 - 5563
  • [7] Predicting monthly streamflow using artificial neural networks and wavelet neural networks models
    Muhammet Yilmaz
    Fatih Tosunoğlu
    Nur Hüseyin Kaplan
    Fatih Üneş
    Yusuf Sinan Hanay
    [J]. Modeling Earth Systems and Environment, 2022, 8 : 5547 - 5563
  • [8] Streamflow forecasting by modeling the rainfall-streamflow relationship using artificial neural networks
    Ali, Shahzad
    Shahbaz, Muhammad
    [J]. MODELING EARTH SYSTEMS AND ENVIRONMENT, 2020, 6 (03) : 1645 - 1656
  • [9] Short term streamflow forecasting using artificial neural networks
    Zealand, CM
    Burn, DH
    Simonovic, SP
    [J]. JOURNAL OF HYDROLOGY, 1999, 214 (1-4) : 32 - 48
  • [10] Riverflow Prediction with Artificial Neural Networks
    Jayawardena, A. W.
    [J]. ENGINEERING APPLICATIONS OF NEURAL NETWORKS, PROCEEDINGS, 2009, 43 : 463 - 471