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DOI10.5194/cp-16-663-2020
Statistical reconstruction of daily precipitation and temperature fields in Switzerland back to 1864
Pfister L.; Brönnimann S.; Schwander M.; Isotta F.A.; Horton P.; Rohr C.
发表日期2020
ISSN18149324
起始页码663
结束页码678
卷号16期号:2
英文摘要Spatial information on past weather contributes to better understanding the processes behind day-to-day weather variability and to assessing the risks arising from weather extremes. For Switzerland, daily resolved spatial information on meteorological parameters is restricted to the period starting from 1961, whereas prior to that local station observations are the only source of daily long-term weather data. While attempts have been made to reconstruct spatial weather patterns for certain extreme events, the task of creating a continuous spatial weather reconstruction dataset for Switzerland has so far not been addressed. Here, we aim to reconstruct daily high-resolution precipitation and temperature fields for Switzerland back to 1864 with an analogue resampling method (ARM) using station data and a weather type classification. Analogue reconstructions are post-processed with an ensemble Kalman fitting (EnKF) approach and quantile mapping. Results suggest that the presented methods are suitable for daily precipitation and temperature reconstruction. Evaluation experiments reveal excellent skill for temperature and good skill for precipitation. As illustrated with the example of the avalanche winter of 1887/88, these weather reconstructions have great potential for various analyses of past weather and for climate impact modelling. © Author(s) 2020.
语种英语
scopus关键词air temperature; climate effect; experimental study; extreme event; Kalman filter; precipitation (climatology); reconstruction; sampling; spatial analysis; statistical analysis; Switzerland
来源期刊Climate of the Past
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/146725
作者单位Oeschger Centre for Climate Change Research, University of Bern, Bern, Switzerland; Institute of Geography, University of Bern, Bern, Switzerland; Federal Office of Meteorology and Climatology MeteoSwiss, Zurich, Switzerland; Institute of History, University of Bern, Bern, Switzerland
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GB/T 7714
Pfister L.,Brönnimann S.,Schwander M.,et al. Statistical reconstruction of daily precipitation and temperature fields in Switzerland back to 1864[J],2020,16(2).
APA Pfister L.,Brönnimann S.,Schwander M.,Isotta F.A.,Horton P.,&Rohr C..(2020).Statistical reconstruction of daily precipitation and temperature fields in Switzerland back to 1864.Climate of the Past,16(2).
MLA Pfister L.,et al."Statistical reconstruction of daily precipitation and temperature fields in Switzerland back to 1864".Climate of the Past 16.2(2020).
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