Concepedia

Data-driven Hydrologic Forecasting

Data-Driven Hydrologic Forecasting is a hydrologic prediction methodology that, in contrast to physics-based approaches, relies primarily on statistical and machine learning techniques to model watershed behavior directly from observational data without explicit representation of underlying physical processes.

179

Publications

11.7K

Citations

627

Authors

310

Institutions

Publications per year

2017–2026

112

Parents

Publications

179

A neuro-fuzzy computing technique for modeling hydrological time series

P. C. Nayak, K. P. Sudheer, D. Mohana Rangan et al. · Journal of Hydrology · 2004 · 631 citations

, , +14

Application of GIS based data driven evidential belief function model to predict groundwater potential zonation

Haleh Nampak, Biswajeet Pradhan, Mohammad Abd Manap · Journal of Hydrology · 2014 · 572 citations

, , +14

Advancing data assimilation in operational hydrologic forecasting: progresses, challenges, and emerging opportunities

Y. Liu, Albrecht Weerts, Martyn Clark et al. · Hydrology and earth system sciences · 2012 · 490 citations · Full text

, , +15

Data-driven input variable selection for rainfall–runoff modeling using binary-coded particle swarm optimization and Extreme Learning Machines

Riccardo Taormina, Kwok‐wing Chau · Journal of Hydrology · 2015 · 332 citations

, , +16

Optimal division of data for neural network models in water resources applications

Gavin J. Bowden, Holger R. Maier, Graeme C. Dandy · Water Resources Research · 2002 · 324 citations · Full text

, , +14

1–5 of 179

Authors

627

  1. CS
    Chaopeng Shen

    Pennsylvania State University, United States

    7 publications · 910 citations

    7

    h-index

  2. DF
    Dapeng Feng

    Pennsylvania State University, United States

    4 publications · 831 citations

    4

    h-index

  3. KL
    Kathryn Lawson

    Pennsylvania State University, United States

    4 publications · 543 citations

    4

    h-index

  4. GP
    Georgia Papacharalampous

    National Technical University of Athens, Greece

    3 publications · 160 citations

    3

    h-index

  5. HT
    Hristos Tyralis

    National Technical University of Athens, Greece

    3 publications · 160 citations

    3

    h-index

1–5 of 627

Institutions

310

  1. Pennsylvania State University

    State College, United States

    5 h-index

    21 publications

    4.1K citations

  2. Hohai University

    Nanjing, China

    5 h-index

    24 publications

    2.1K citations

  3. NOAA National Weather Service

    Silver Spring, United States

    4 h-index

    16 publications

    1.8K citations

  4. National University of Singapore

    Singapore, Singapore

    4 h-index

    11 publications

    551 citations

  5. China Institute of Water Resources and Hydropower Research

    Beijing, China

    4 h-index

    15 publications

    518 citations

  6. Beijing Normal University

    Beijing, China

    4 h-index

    11 publications

    268 citations

  7. National Technical University of Athens

    Athens, Greece

    3 h-index

    8 publications

    348 citations

  8. State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering

    Nanjing, China

    3 h-index

    6 publications

    618 citations

1–8 of 310

Venues

  1. Journal of Hydrology

    25 publications · 2.9K citations

    22

    h-index

  2. Water

    9 publications · 268 citations

    9

    h-index

  3. Water Resources Management

    7 publications · 378 citations

    7

    h-index

  4. Environmental Modelling & Software

    6 publications · 330 citations

    6

    h-index

  5. Hydrology and earth system sciences

    5 publications · 916 citations

    5

    h-index

1–5