GSTDTAP  > 气候变化
DOI10.1002/joc.4750
Testing a weather generator for downscaling climate change projections over Switzerland
Keller, D. E.1,2; Fischer, A. M.1; Liniger, M. A.1,2; Appenzeller, C.1,2; Knutti, R.2,3
2017-02-01
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2017
卷号37期号:2
文章类型Article
语种英语
国家Switzerland
英文摘要

Climate information provided by global or regional climate models (RCMs) are often too coarse and prone to substantial biases for local assessments or use in impact models. Hence, statistical downscaling becomes necessary. For the Swiss National Climate Change Initiative (CH2011), a delta-change approach was used to provide daily climate scenarios at the local scale. Here, we analyse a Richardson-type weather generator (WG) as an alternative method to downscale daily precipitation, minimum and maximum temperature. The WG is calibrated for 26 Swiss stations and the reference period is 1980-2009. It is perturbed with change factors derived from RCMs (ENSEMBLES) to represent the climate of 2070-2099 assuming the SRES A1B emission scenario. The WG can be run in multi-site mode, making it especially attractive for impact-modellers that rely on a realistic spatial structure in downscaled time-series. The results from the WG are benchmarked against the original delta-change approach that applies mean additive or multiplicative adjustments to the observations.


According to both downscaling methods, the results reveal mean temperature increases and a precipitation decrease in summer, consistent with earlier studies. For the summer drying, the WG indicates primarily a decrease in wet-day frequency and correspondingly an increase in mean dry spell length of between 18 and 40% at low-elevation stations. By definition, these potential changes cannot be represented by a delta-change approach. In winter, both methods project a shortening of the frost period (-30 to -60 days) and a decrease of snow days (-20 to -100%). The WG demonstrates though, that almost present-day conditions in snow-days could still occur in the future. As expected, both methods have difficulties in representing extremes. If users focus on changes in temporal sequences and need a large number of future realizations, it is recommended to use data from a WG instead of a delta-change approach.


英文关键词weather generator statistical downscaling climate change daily temperature time-series daily precipitation time-series Switzerland
领域气候变化
收录类别SCI-E
WOS记录号WOS:000393415100028
WOS关键词DAILY PRECIPITATION ; QUANTIFYING UNCERTAINTY ; TEMPERATURE ; EVENTS
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
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/36767
专题气候变化
作者单位1.Fed Off Meteorol & Climatol MeteoSwiss, Zurich, Switzerland;
2.Swiss Fed Inst Technol, C2SM, Zurich, Switzerland;
3.Swiss Fed Inst Technol, Inst Atmospher & Climate Sci, Zurich, Switzerland
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GB/T 7714
Keller, D. E.,Fischer, A. M.,Liniger, M. A.,et al. Testing a weather generator for downscaling climate change projections over Switzerland[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2017,37(2).
APA Keller, D. E.,Fischer, A. M.,Liniger, M. A.,Appenzeller, C.,&Knutti, R..(2017).Testing a weather generator for downscaling climate change projections over Switzerland.INTERNATIONAL JOURNAL OF CLIMATOLOGY,37(2).
MLA Keller, D. E.,et al."Testing a weather generator for downscaling climate change projections over Switzerland".INTERNATIONAL JOURNAL OF CLIMATOLOGY 37.2(2017).
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