Concepedia

Machine Learning Inflow Forecasting

Machine Learning Inflow Forecasting is a computational forecasting methodology that employs machine learning algorithms to predict reservoir inflow by learning complex hydrological patterns from historical and real-time data, distinguishing itself from traditional statistical or physically-based models through its data-driven, adaptive, and non-linear modeling approach.

188

Publications

15.5K

Citations

643

Authors

336

Institutions

Publications per year

2017–2026

112

Parents

Publications

188

Methods used for the development of neural networks for the prediction of water resource variables in river systems: Current status and future directions

Holger R. Maier, Ashu Jain, Graeme C. Dandy et al. · Environmental Modelling & Software · 2010 · 878 citations

, , +17

Comparison of the ARMA, ARIMA, and the autoregressive artificial neural network models in forecasting the monthly inflow of Dez dam reservoir

Mohammad Valipour, Mohammad Ebrahim Banihabib, Seyyed Mahmood Reza Behbahani · Journal of Hydrology · 2012 · 844 citations

, , +16

An enhanced extreme learning machine model for river flow forecasting: State-of-the-art, practical applications in water resource engineering area and future research direction

Zaher Mundher Yaseen‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬‬, Sadeq Oleiwi Sulaiman, Ravinesh C. Deo et al. · Journal of Hydrology · 2018 · 694 citations · Full text

, , +17

Daily reservoir inflow forecasting using artificial neural networks with stopped training approach

Paulin Coulibaly, François Anctil, Bernard Bobée · Journal of Hydrology · 2000 · 617 citations

, , +14

Using support vector machines for long-term discharge prediction

Jianyi Lin, Chuntian Cheng, Kwok‐wing Chau · Hydrological Sciences Journal · 2006 · 561 citations

, , +17

1–5 of 188

Authors

643

  1. AE
    Ahmed El‐Shafie

    University of Malaya, Malaysia

    17 publications · 957 citations

    16

    h-index

  2. GL
    Gwo‐Fong Lin

    National Taiwan University, Taiwan

    6 publications · 261 citations

    6

    h-index

  3. PC
    Paulin Coulibaly

    McMaster University, Canada

    4 publications · 926 citations

    4

    h-index

  4. KC
    Kwok‐wing Chau

    Hong Kong Polytechnic University, Hong Kong SAR China

    4 publications · 1.7K citations

    4

    h-index

  5. BB
    Bernard Bobée

    Institut National de la Recherche Scientifique, Canada

    4 publications · 926 citations

    4

    h-index

1–5 of 643

Institutions

336

  1. University of Malaya

    Kuala Lumpur, Malaysia

    12 h-index

    23 publications

    720 citations

  2. National Taiwan University

    Taipei, Taiwan

    9 h-index

    26 publications

    1.1K citations

  3. University of Tabriz

    Tabriz, Iran

    6 h-index

    11 publications

    853 citations

  4. National University of Malaysia

    Bangi, Malaysia

    5 h-index

    15 publications

    1.6K citations

  5. United Arab Emirates University

    Al Ain, United Arab Emirates

    5 h-index

    8 publications

    266 citations

  6. Universiti Tenaga Nasional

    Kuala Selangor, Malaysia

    5 h-index

    7 publications

    257 citations

  7. University of Regina

    Regina, Canada

    4 h-index

    11 publications

    216 citations

  8. Institut National de la Recherche Scientifique

    Québec, Canada

    4 h-index

    9 publications

    1.6K citations

1–8 of 336

Venues

  1. Journal of Hydrology

    25 publications · 5.3K citations

    23

    h-index

  2. Water Resources Management

    21 publications · 1.7K citations

    20

    h-index

  3. 8

    h-index

  4. Water

    10 publications · 536 citations

    8

    h-index

  5. Neural Computing and Applications

    5 publications · 193 citations

    5

    h-index

1–5