Concepedia

Physics-based Forecasting Models

Physics-Based Forecasting Models is a forecasting methodology that belongs to the class of predictive models and is distinguished by its reliance on fundamental physical laws and governing equations of the system to simulate and predict production behavior.

88

Publications

5K

Citations

523

Authors

212

Institutions

Publications per year

2017–2026

71

Variants

Physics-based Forecasting Model

Parents

Publications

88

Evaluating the performance of a WRF physics ensemble over South-East Australia

Jason P. Evans, Marie Ekström, Fei Ji · Climate Dynamics · 2011 · 284 citations

, , +12

FuXi: a cascade machine learning forecasting system for 15-day global weather forecast

Lei Chen, Xiaohui Zhong, Feng Zhang et al. · npj Climate and Atmospheric Science · 2023 · 283 citations · Full text

, , +14

Seasonal Arctic sea ice forecasting with probabilistic deep learning

Tom R. Andersson, J. Scott Hosking, María Pérez‐Ortiz et al. · Nature Communications · 2021 · 279 citations · Full text

, , +17

Perspective—Combining Physics and Machine Learning to Predict Battery Lifetime

Muratahan Aykol, Chirranjeevi Balaji Gopal, Abraham Anapolsky et al. · Journal of The Electrochemical Society · 2021 · 250 citations · Full text

, , +17

Deep learning for twelve hour precipitation forecasts

Lasse Espeholt, Shreya Agrawal, Casper Kaae Sønderby et al. · Nature Communications · 2022 · 238 citations · Full text

, , +15

1–5 of 88

Authors

523

  1. YC
    Yuan Cheng

    Zhejiang University, China

    3 publications · 312 citations

    3

    h-index

  2. XZ
    Xiaohui Zhong

    Fudan University, China

    3 publications · 312 citations

    3

    h-index

  3. KM
    Kieran M. R. Hunt

    University of Reading, United Kingdom

    3 publications · 240 citations

    3

    h-index

  4. YX
    Yinghui Xu

    Fudan University, China

    3 publications · 312 citations

    3

    h-index

  5. RD
    Rod Downie

    British Antarctic Survey, United Kingdom

    2 publications · 301 citations

    2

    h-index

1–5 of 523

Institutions

212

  1. Stanford University

    Stanford, United States

    5 h-index

    10 publications

    1.5K citations

  2. European Centre for Medium-Range Weather Forecasts

    Reading, United Kingdom

    5 h-index

    10 publications

    1.2K citations

  3. University of Washington

    Seattle, United States

    4 h-index

    4 publications

    349 citations

  4. ETH Zurich

    Zurich, Switzerland

    4 h-index

    4 publications

    317 citations

  5. Loughborough University

    Loughborough, United Kingdom

    4 h-index

    4 publications

    429 citations

  6. National Taiwan University

    Taipei, Taiwan

    3 h-index

    10 publications

    343 citations

  7. KU Leuven

    Leuven, Belgium

    3 h-index

    11 publications

    671 citations

  8. National Centre for Atmospheric Science

    Leeds, United Kingdom

    3 h-index

    5 publications

    364 citations

1–8 of 212

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 146 citations

    5

    h-index

  2. Ocean Engineering

    3 publications · 128 citations

    3

    h-index

  3. Reliability Engineering & System Safety

    3 publications · 113 citations

    3

    h-index

  4. Solar Energy

    3 publications · 119 citations

    3

    h-index

  5. SPE Journal

    3 publications · 54 citations

    3

    h-index

1–5