Concepedia

Deep Learning Nowcasting

Deep Learning Nowcasting is a machine learning–based nowcasting framework that leverages deep neural networks to model spatiotemporal dynamics in radar data for the purpose of generating highly accurate short-term precipitation forecasts.

122

Publications

6.4K

Citations

474

Authors

183

Institutions

Publications per year

2017–2026

120

Parents

Publications

122

Skilful precipitation nowcasting using deep generative models of radar

Suman Ravuri, Karel Lenc, Matthew Willson et al. · Nature · 2021 · 916 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

A Deep Learning‐Based Methodology for Precipitation Nowcasting With Radar

Lei Chen, Yuan Cao, Leiming Ma et al. · Earth and Space Science · 2020 · 158 citations · Full text

, , +17

Improving Nowcasting of Convective Development by Incorporating Polarimetric Radar Variables Into a Deep‐Learning Model

Xiang Pan, Yinghui Lu, Kun Zhao et al. · Geophysical Research Letters · 2021 · 147 citations · Full text

, , +15

1–5 of 122

Authors

474

  1. XL
    Xutao Li

    Harbin Institute of Technology, China

    6 publications · 428 citations

    6

    h-index

  2. YY
    Yunming Ye

    Harbin Institute of Technology, China

    6 publications · 428 citations

    6

    h-index

  3. HC
    Haonan Chen

    Colorado State University, United States

    6 publications · 421 citations

    6

    h-index

  4. CL
    Chuyao Luo

    Harbin Institute of Technology, China

    4 publications · 237 citations

    4

    h-index

  5. XC
    Xunlai Chen

    Meteorological Bureau of Shenzhen Municipality, China

    4 publications · 141 citations

    4

    h-index

1–5 of 474

Institutions

183

  1. Harbin Institute of Technology

    Harbin, China

    9 h-index

    35 publications

    2.1K citations

  2. Colorado State University

    Fort Collins, United States

    8 h-index

    12 publications

    617 citations

  3. China Meteorological Administration

    Beijing, China

    6 h-index

    16 publications

    355 citations

  4. Ocean University of China

    Qingdao, China

    5 h-index

    17 publications

    1.1K citations

  5. Nanjing University of Information Science and Technology

    Nanjing, China

    5 h-index

    17 publications

    402 citations

  6. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    10 publications

    249 citations

  7. Babeș-Bolyai University

    Cluj-Napoca, Romania

    4 h-index

    12 publications

    198 citations

  8. Meteorological Bureau of Shenzhen Municipality

    Shenzhen, China

    4 h-index

    12 publications

    425 citations

1–8 of 183

Venues

  1. 11

    h-index

  2. Remote Sensing

    13 publications · 376 citations

    11

    h-index

  3. arXiv (Cornell University)

    Repository · 8 publications · 763 citations

    8

    h-index

  4. 8

    h-index

  5. Atmosphere

    6 publications · 251 citations

    6

    h-index

1–5