articleAtmosphereJan 23, 2022GOLD OA

Machine Learning in Weather Prediction and Climate Analyses—Applications and Perspectives

Institute of Meteorology and Water Management · Jagiellonian University

Indexed incrossrefdoaj

Abstract

In this paper, we performed an analysis of the 500 most relevant scientific articles published since 2018, concerning machine learning methods in the field of climate and numerical weather prediction using the Google Scholar search engine. The most common topics of interest in the abstracts were identified, and some of them examined in detail: in numerical weather prediction research—photovoltaic and wind energy, atmospheric physics and processes; in climate research—parametrizations, extreme events, and climate change. With the created database, it was also possible to extract the most commonly examined meteorological fields (wind, precipitation, temperature, pressure, and radiation), methods (Deep Learning,…

Citation impact

295
total citations
FWCI
25.02
Percentile
100%
References
101
Citations per year

Authors

2

Topics & keywords

Keywords
  • Random forest
  • Climate change
  • Numerical weather prediction
  • Machine learning
  • Meteorology
  • Weather prediction
  • Artificial neural network
  • Support vector machine
UN Sustainable Development Goals
  • Climate action
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