Development of stage-discharge rating curve using ANN

被引:6
|
作者
Chaplot, Barkha [1 ]
Birbal, Prashant [2 ]
机构
[1] Babasaheb Bhimrao Ambedkar Bihar Univ, MJK Coll, Dept Geog, Bettiah, Muzaffarpur, India
[2] Univ West Indies, Dept Civil & Environm Engn, St Augustine, Trinidad Tobago
关键词
stage-discharge; neural networks; rating curve; regression; modelling; NEURAL-NETWORKS; RIVER; TREES; FUZZY; MODEL;
D O I
10.1504/IJHST.2022.123643
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Accurate forecasting of river discharge is essential for the efficient operation of water resources systems. Therefore, researchers are consistently developing and improving various techniques to predict river discharge with relative ease and high accuracy, although traditional methods are available. This paper presents mainly three data-driven modelling techniques, namely the stage rating curve (SRC), generalised reduced gradient (GRG) solver, and an artificial neural network (ANN) to accurately model the stage-discharge relationship for local rivers in Trinidad and Tobago using only low flow data. The model that produced the overall superior results was the ANN.
引用
收藏
页码:75 / 95
页数:21
相关论文
共 50 条
  • [21] Regionalization of stage-discharge rating curves for hydrodynamic modeling in ungauged basins
    Jafarzadegan, Keighobad
    Moradkhani, Hamid
    JOURNAL OF HYDROLOGY, 2020, 589
  • [22] Regionalization of stage-discharge rating curves for hydrodynamic modeling in ungauged basins
    Jafarzadegan, Keighobad
    Moradkhani, Hamid
    Jafarzadegan, Keighobad (kjafarzadegan@ua.edu), 1600, Elsevier B.V., Netherlands (589):
  • [23] Stage-discharge rating method considering backwater effect in river channel
    Sun Z.
    Zhou X.
    Fan J.
    Xiong H.
    Tan G.
    Shuikexue Jinzhan/Advances in Water Science, 2021, 32 (02): : 259 - 270
  • [24] The influence of hysteresis in the development of stage-discharge relationships
    Sanchez, Ramon
    Moreno, Ma Luisa
    Ferrer, Cesar
    HOUILLE BLANCHE-REVUE INTERNATIONALE DE L EAU, 2013, (06): : 48 - 52
  • [25] Stage-Discharge Rating Equation for an Elliptical Sharp-Crested Weir
    Cox, Amanda L.
    Kullberg, Emily G.
    MacKenzie, Ken A.
    Thornton, Christopher I.
    JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING, 2014, 140 (06)
  • [26] A decision support system for the analysis and use of stage-discharge rating curves
    DeGagne, MPJ
    Douglas, GG
    Hudson, HR
    Simonovic, SP
    JOURNAL OF HYDROLOGY, 1996, 184 (3-4) : 225 - 241
  • [27] Quantifying flow rate using stage-discharge rating curve and Scs runoff equation on upland watershed of Lake Tana Sub Basin, Ethiopia
    Yibeltal Zewdu Kumlachew
    Seifu Adimasu Tilahun
    Fasikaw Fentie Cherie
    Adugnaw Taddesse Akale
    Eshetu Adane Kibret
    Niway Asrat Alemie
    Moges Animut
    Sustainable Water Resources Management, 2023, 9
  • [28] Comparison of different methods for developing a stage-discharge curve of the Kizilirmak River
    Kashani, M. Hasanpour
    Daneshfaraz, R.
    Ghorbani, M. A.
    Najafi, M. R.
    Kisi, O.
    JOURNAL OF FLOOD RISK MANAGEMENT, 2015, 8 (01): : 71 - 86
  • [29] Quantifying flow rate using stage-discharge rating curve and Scs runoff equation on upland watershed of Lake Tana Sub Basin, Ethiopia
    Kumlachew, Yibeltal Zewdu
    Tilahun, Seifu Adimasu
    Cherie, Fasikaw Fentie
    Akale, Adugnaw Taddesse
    Kibret, Eshetu Adane
    Alemie, Niway Asrat
    Animut, Moges
    SUSTAINABLE WATER RESOURCES MANAGEMENT, 2023, 9 (02)
  • [30] Predictive model for stage-discharge curve in compound channels with vegetated floodplains
    刘超
    刘兴年
    杨克君
    Applied Mathematics and Mechanics(English Edition), 2014, 35 (12) : 1495 - 1508