Concepedia

Machine Learning For Nowcasting

Machine Learning for Nowcasting is a computational methodology that employs machine learning algorithms to predict hydro-meteorological variables at short lead times by leveraging real-time observational and sensor data to improve the accuracy and timeliness of hydrologic forecasts.

54

Publications

9.8K

Citations

204

Authors

115

Institutions

Publications per year

2017–2026

43

Parents

Publications

54

Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting

Xingjian Shi, Zhourong Chen, Hao Wang et al. · arXiv (Cornell University) · 2015 · 6.6K citations · Full text

, , +16

Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting

Xingjian Shi, Zhourong Chen, Hao Wang et al. · arXiv (Cornell University) · 2015 · 784 citations · Full text

, , +16

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

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

, , +14

Machine Learning for Precipitation Nowcasting from Radar Images

Shreya Agrawal, Luke Barrington, Carla Bromberg et al. · arXiv (Cornell University) · 2019 · 240 citations · Full text

, , +17

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

1–5 of 54

Authors

204

  1. UG
    Urs Germann

    Federal Office of Meteorology and Climatology MeteoSwiss, Switzerland

    3 publications · 120 citations

    3

    h-index

  2. JL
    Jussi Leinonen

    Jet Propulsion Laboratory, United States

    2 publications · 56 citations

    2

    h-index

  3. ZC
    Zhourong Chen

    Hong Kong University of Science and Technology, Hong Kong SAR China

    2 publications · 7.4K citations

    2

    h-index

  4. TV
    Tuğrul Vehbi

    Reserve Bank of New Zealand, New Zealand

    2 publications · 136 citations

    2

    h-index

  5. JR
    John R. Mecikalski

    University of Alabama in Huntsville, United States

    2 publications · 56 citations

    2

    h-index

1–5 of 204

Institutions

115

  1. Federal Office of Meteorology and Climatology MeteoSwiss

    Zurich, Switzerland

    3 h-index

    10 publications

    424 citations

  2. National Taiwan University

    Taipei, Taiwan

    2 h-index

    3 publications

    282 citations

  3. Hong Kong Observatory

    Hong Kong, China

    2 h-index

    4 publications

    14.9K citations

  4. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    2 h-index

    8 publications

    29.7K citations

  5. Tamkang University

    Taipei, Taiwan

    2 h-index

    3 publications

    315 citations

  6. University of Alabama in Huntsville

    Huntsville, United States

    2 h-index

    2 publications

    56 citations

  7. Reserve Bank of New Zealand

    Wellington, New Zealand

    2 h-index

    6 publications

    408 citations

  8. ETH Zurich

    Zurich, Switzerland

    2 h-index

    3 publications

    186 citations

1–8 of 115

Venues

  1. Journal of Hydrology

    3 publications · 248 citations

    3

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 7.7K citations

    3

    h-index

  3. Weather and Forecasting

    3 publications · 146 citations

    3

    h-index

  4. Atmosphere

    2 publications · 39 citations

    2

    h-index

  5. SSRN Electronic Journal

    Repository · 2 publications · 28 citations

    2

    h-index

1–5