Concepedia

Machine Learning Nowcasting

Machine Learning Nowcasting is a computational framework within radar nowcasting that employs machine learning algorithms to model and predict short-term spatiotemporal evolution of atmospheric phenomena directly from observational data, distinguishing itself from traditional numerical or extrapolation-based methods through data-driven learning of complex non-linear dynamics.

42

Publications

1.7K

Citations

157

Authors

82

Institutions

Publications per year

2017–2026

38

Parents

Publications

42

The Challenge of Machine Learning in Space Weather: Nowcasting and Forecasting

Enrico Camporeale · Space Weather · 2019 · 394 citations · Full text

, , +14

Nowcasting GDP using machine-learning algorithms: A real-time assessment

Adam Richardson, Thomas van Florenstein Mulder, Tuğrul Vehbi · International Journal of Forecasting · 2020 · 120 citations

, , +13

World Seaborne Trade in Real Time: A Proof of Concept for Building AIS-based Nowcasts from Scratch

Diego Cerdeiro, András Komáromi, Yang Liu et al. · IMF Working Paper · 2020 · 92 citations · Full text

, , +16

Machine Learning techniques for solar irradiation nowcasting: Cloud type classification forecast through satellite data and imagery

Alfredo Nespoli, Alessandro Niccolai, Emanuèle Ogliari et al. · Applied Energy · 2021 · 75 citations

, , +17

Nowcasting extreme rain and extreme wind speed with machine learning techniques applied to different input datasets

Sandy Chkeir, Aikaterini Anesiadou, Alessandra Mascitelli et al. · Atmospheric Research · 2022 · 66 citations · Full text

, , +16

1–5 of 42

Authors

157

  1. UG
    Urs Germann

    Federal Office of Meteorology and Climatology MeteoSwiss, Switzerland

    3 publications · 120 citations

    3

    h-index

  2. ZL
    Zhouyayan Li

    University of Iowa, United States

    2 publications · 36 citations

    2

    h-index

  3. JR
    John R. Mecikalski

    University of Alabama in Huntsville, United States

    2 publications · 56 citations

    2

    h-index

  4. TV
    Thomas van Florenstein Mulder

    Reserve Bank of New Zealand, New Zealand

    2 publications · 136 citations

    2

    h-index

  5. AR
    Adam Richardson

    Columbia University, United States

    2 publications · 136 citations

    2

    h-index

1–5 of 157

Institutions

82

  1. Federal Office of Meteorology and Climatology MeteoSwiss

    Zurich, Switzerland

    3 h-index

    10 publications

    424 citations

  2. ETH Zurich

    Zurich, Switzerland

    2 h-index

    3 publications

    186 citations

  3. CESI (Italy)

    Milan, Italy

    2 h-index

    2 publications

    52 citations

  4. Reserve Bank of New Zealand

    Wellington, New Zealand

    2 h-index

    6 publications

    408 citations

  5. University of Alabama in Huntsville

    Huntsville, United States

    2 h-index

    2 publications

    56 citations

  6. University of Iowa

    Iowa City, United States

    2 h-index

    6 publications

    114 citations

  7. University of Bergen

    Bergen, Norway

    2 h-index

    3 publications

    116 citations

  8. International Monetary Fund

    Washington D.C., United States

    2 h-index

    3 publications

    196 citations

1–8 of 82

Venues

  1. Geoscientific model development

    3 publications · 97 citations

    3

    h-index

  2. 2

    h-index

  3. Remote Sensing

    2 publications · 75 citations

    2

    h-index

  4. Space Weather

    2 publications · 423 citations

    2

    h-index

  5. SSRN Electronic Journal

    Repository · 2 publications · 28 citations

    2

    h-index

1–5