Mapping monthly rainfall erosivity in Europe

被引:148
|
作者
Ballabio, Cristiano [1 ]
Borrelli, Pasquale [1 ,2 ]
Spinoni, Jonathan [1 ]
Meusburger, Katrin [2 ]
Michaelides, Silas [3 ]
Begueria, Santiago [4 ]
Klik, Andreas [5 ]
Petan, Saso [6 ]
Janecek, Miloslav [7 ]
Olsen, Preben [8 ]
Aalto, Juha [9 ]
Lakatos, Monika [10 ]
Rymszewicz, Anna [11 ]
Dumitrescu, Alexandru [12 ]
Tadic, Melita Percec [13 ]
Diodato, Nazzareno [14 ]
Kostalova, Julia [15 ]
Rousseva, Svetla [16 ]
Banasik, Kazimierz [17 ]
Alewell, Christine [2 ]
Panagos, Panos [1 ]
机构
[1] European Commiss, Joint Res Ctr, Directorate D Sustainable Resources, Via E Fermi 2749, I-21027 Ispra, VA, Italy
[2] Univ Basel, Environm Geosci, Bernoullistr 30, CH-4056 Basel, Switzerland
[3] Cyprus Inst, 20 Konstantinou Kavafi St, CY-2121 Nicosia, Cyprus
[4] CSIC, EEAD, E-50009 Zaragoza, Spain
[5] Univ Nat Resources & Life Sci, Inst Hydraul & Rural Water Management, Muthgasse 18, AT-1190 Vienna, Austria
[6] Slovenian Environm Agcy, Hydrol & State Environm Off, Cesta 4 Julija 67, SI-8270 Krshko, Slovenia
[7] Czech Univ Life Sci Prague, Fac Environm Sci, Kamycka 129, Prague 16521 6, Czech Republic
[8] Aarhus Univ, Dept Agroecol, Blichers 20, DK-8830 Tjele, Denmark
[9] Finnish Meteorol Inst, POB 503, FI-00101 Helsinki, Finland
[10] Hungarian Meteorol Serv, Kitaibel Pal St 1, HU-1024 Budapest, Hungary
[11] Univ Coll Dublin, Dooge Ctr Water Resources Res, Dublin, Ireland
[12] Natl Meteorol Adm, Dept Climatol, Bucuresti Ploiesti 97, RO-013686 Bucharest, Romania
[13] Meteorol & Hydrol Serv, Gric 3, HR-10000 Zagreb, Croatia
[14] Met European Res Observ, I-82100 Benevento, Italy
[15] Slovak Hydrometeorol Inst, Climatol Serv, Jeseniova 17, SK-83315 Bratislava, Slovakia
[16] Inst Soil Sci Geotechnol & Plant Protect, N Poushkarov,Shosse Bankya Str 7, BG-1336 Sofia, Bulgaria
[17] Warsaw Univ Life Sci, Ul Nowoursynowska 166, PL-02787 Warsaw, Poland
关键词
REDES; R-factor; Seasonal rainfall intensity; Modelling; Soil erosion; K-means clustering; Cubist; SOIL ORGANIC-CARBON; EROSION; PRECIPITATION; SEASONALITY; VARIABILITY; PREDICTION;
D O I
10.1016/j.scitotenv.2016.11.123
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Rainfall erosivity as a dynamic factor of soil loss by water erosion ismodelled intra-annually for the first time at European scale. The development of Rainfall Erosivity Database at European Scale (REDES) and its 2015 update with the extension to monthly component allowed to develop monthly and seasonal R-factor maps and assess rainfall erosivity both spatially and temporally. During winter months, significant rainfall erosivity is present only in part of the Mediterranean countries. A sudden increase of erosivity occurs in major part of European Union (except Mediterranean basin, western part of Britain and Ireland) in May and the highest values are registered during summer months. Starting from September, R-factor has a decreasing trend. The mean rainfall erosivity in summer is almost 4 times higher (315 MJ mm ha(-1) h(-1)) compared to winter (87 MJ mm ha(-1) h(-1)). The Cubistmodel has been selected among various statistical models to perform the spatial interpolation due to its excellent performance, ability to model non-linearity and interpretability. The monthly prediction is an order more difficult than the annual one as it is limited by the number of covariates and, for consistency, the sum of all months has to be close to annual erosivity. The performance of the Cubist models proved to be generally high, resulting in R-2 values between 0.40 and 0.64 in cross-validation. The obtained months show an increasing trend of erosivity occurring from winter to summer starting from western to Eastern Europe. The maps also show a clear delineation of areas with different erosivity seasonal patterns, whose spatial outline was evidenced by cluster analysis. The monthly erosivity maps can be used to develop composite indicators that map both intra annual variability and concentration of erosive events. Consequently, spatio-temporal mapping of rainfall erosivity permits to identify the months and the areas with highest risk of soil loss where conservation measures should be applied in different seasons of the year. (C) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1298 / 1315
页数:18
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