GSTDTAP
DOI10.1029/2019GL084969
Detecting Climate Change Effects on Vb Cyclones in a 50-Member Single-Model Ensemble Using Machine Learning
Mittermeier, M.1; Braun, M.2; Hofstaetter, M.3; Wang, Y.4; Ludwig, R.1
2019-12-17
发表期刊GEOPHYSICAL RESEARCH LETTERS
ISSN0094-8276
EISSN1944-8007
出版年2019
文章类型Article;Early Access
语种英语
国家Germany; Canada; Austria
英文摘要

Vb cyclones are major drivers of extreme precipitation and floods in the study area of hydrological Bavaria (Germany). When assessing climate change impacts on Vb cyclones, internal variability of the climate system is an important underlying uncertainty. Here, we employ a 50-member single-model initial-condition large ensemble of a regional climate model to study climate variability and forced change on Vb cyclones. An artificial neural network detects cutoff lows over central Europe, which are associated with extreme precipitation Vb cyclones. Thus, machine learning filters the large ensemble prior to cyclone tracking. Our results show a striking change in Vb seasonality with a strong decrease of Vb cyclones in summer (-52%) and a large increase in spring (+73%) under the Representative Concentration Pathway 8.5. This change exceeds the noise of internal variability and leads to a peak shift from summer to spring. Additionally, we show significant increases in the daily precipitation intensity during Vb cyclones in all seasons.


英文关键词Vb-cyclones Machine Learning Artificial Neural Networks (ANN) Single-Model Large Ensembles Internal Variability Floods
领域气候变化
收录类别SCI-E
WOS记录号WOS:000502929800001
WOS关键词NORTH-AMERICA ; CENTRAL-EUROPE ; PRECIPITATION ; PERFORMANCE ; IMPACT ; SCHEME
WOS类目Geosciences, Multidisciplinary
WOS研究方向Geology
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/225204
专题环境与发展全球科技态势
作者单位1.Ludwig Maximilians Univ Munchen LMU, Dept Geog, Munich, Germany;
2.Ouranos Consortium, Montreal, PQ, Canada;
3.Zentralanstalt Meteorol & Geodynam ZAMG, Vienna, Austria;
4.Leibniz Supercomp Ctr LRZ, Garching, Germany
推荐引用方式
GB/T 7714
Mittermeier, M.,Braun, M.,Hofstaetter, M.,et al. Detecting Climate Change Effects on Vb Cyclones in a 50-Member Single-Model Ensemble Using Machine Learning[J]. GEOPHYSICAL RESEARCH LETTERS,2019.
APA Mittermeier, M.,Braun, M.,Hofstaetter, M.,Wang, Y.,&Ludwig, R..(2019).Detecting Climate Change Effects on Vb Cyclones in a 50-Member Single-Model Ensemble Using Machine Learning.GEOPHYSICAL RESEARCH LETTERS.
MLA Mittermeier, M.,et al."Detecting Climate Change Effects on Vb Cyclones in a 50-Member Single-Model Ensemble Using Machine Learning".GEOPHYSICAL RESEARCH LETTERS (2019).
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