气候变化领域集成服务门户(CCPortal): Machine Learning in Weather Prediction and Climate Analyses-Applications and Perspectives

CCPortal

DOI	10.3390/atmos13020180
	Machine Learning in Weather Prediction and Climate Analyses-Applications and Perspectives
	Bochenek, Bogdan; Ustrnul, Zbigniew
发表日期	2022
EISSN	2073-4433
卷号	13 期号:2
英文摘要	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, Random Forest, Artificial Neural Networks, Support Vector Machine, and XGBoost), and countries (China, USA, Australia, India, and Germany) in these topics. Performing critical reviews of the literature, authors are trying to predict the future research direction of these fields, with the main conclusion being that machine learning methods will be a key feature in future weather forecasting.
英文关键词	machine learning; weather; numerical weather prediction; climate
语种	英语
WOS研究方向	Environmental Sciences ; Meteorology & Atmospheric Sciences
WOS类目	Science Citation Index Expanded (SCI-EXPANDED)
WOS记录号	WOS:000763879500001
来源期刊	ATMOSPHERE
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/280527
作者单位	Institute of Meteorology & Water Management; Jagiellonian University
推荐引用方式 GB/T 7714	Bochenek, Bogdan,Ustrnul, Zbigniew. Machine Learning in Weather Prediction and Climate Analyses-Applications and Perspectives[J],2022,13(2).
APA	Bochenek, Bogdan,&Ustrnul, Zbigniew.(2022).Machine Learning in Weather Prediction and Climate Analyses-Applications and Perspectives.ATMOSPHERE,13(2).
MLA	Bochenek, Bogdan,et al."Machine Learning in Weather Prediction and Climate Analyses-Applications and Perspectives".ATMOSPHERE 13.2(2022).