Concepedia

Deep Learning For Nowcasting

Deep Learning for Nowcasting is a computational framework that employs deep neural networks to model and predict hydro-meteorological processes at fine temporal and spatial scales, distinguishing itself from traditional nowcasting approaches by automatically extracting spatiotemporal patterns from high-dimensional observational and sensor data.

122

Publications

12.7K

Citations

385

Authors

145

Institutions

Publications per year

2017–2026

118

Parents

Publications

122

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

Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model

Xingjian Shi, Zhihan Gao, Leonard Lausen et al. · arXiv (Cornell University) · 2017 · 617 citations · Full text

, , +14

RainNet v1.0: a convolutional neural network for radar-based precipitation nowcasting

Georgy Ayzel, Tobias Scheffer, Maik Heistermann · Geoscientific model development · 2020 · 311 citations · Full text

, , +17

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

1–5 of 122

Authors

385

  1. XL
    Xutao Li

    Harbin Institute of Technology, China

    6 publications · 442 citations

    7

    h-index

  2. YY
    Yunming Ye

    Harbin Institute of Technology, China

    5 publications · 403 citations

    6

    h-index

  3. CL
    Chuyao Luo

    Harbin Institute of Technology, China

    4 publications · 251 citations

    5

    h-index

  4. JL
    Jussi Leinonen

    Jet Propulsion Laboratory, United States

    3 publications · 103 citations

    4

    h-index

  5. XS
    Xingjian Shi

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

    4 publications · 8.1K citations

    4

    h-index

1–5 of 385

Institutions

145

  1. Harbin Institute of Technology

    Harbin, China

    10 h-index

    36 publications

    2.2K citations

  2. Nanjing University of Information Science and Technology

    Nanjing, China

    9 h-index

    21 publications

    486 citations

  3. China Meteorological Administration

    Beijing, China

    7 h-index

    15 publications

    321 citations

  4. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    10 publications

    249 citations

  5. Colorado State University

    Fort Collins, United States

    6 h-index

    9 publications

    394 citations

  6. Ocean University of China

    Qingdao, China

    5 h-index

    17 publications

    1.1K citations

  7. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    4 h-index

    16 publications

    32.9K citations

  8. Administraţia Naţională de Meteorologie

    Bucharest, Romania

    4 h-index

    4 publications

    66 citations

1–8 of 145

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 8.4K citations

    11

    h-index

  2. Remote Sensing

    11 publications · 333 citations

    11

    h-index

  3. 10

    h-index

  4. Atmosphere

    4 publications · 210 citations

    7

    h-index

  5. 6

    h-index

1–5