REGIONAL ESTIMATION OF SNOW WATER EQUIVALENT IN THE ITALIAN ALPS USING KRIGING

被引:0
作者
Bocchiola, Daniele [1 ]
机构
[1] Politecn Milan, Dipartimento Ingn Idraul, DIIAR, I-20133 Milan, Italy
来源
GEOGRAFIA FISICA E DINAMICA QUATERNARIA | 2010年 / 33卷 / 01期
关键词
Snow Water Equivalent; Kriging; Alps; SWISS ALPS; MASS-BALANCE; CLIMATE-CHANGE; GLACIER; MELT; COVER; DEPTH; ACCUMULATION; VEGETATION; IMPACT;
D O I
暂无
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Spatial estimation of Snow Water Equivalent at snowmelt is tackled using kriging from a sparse network of 34 snow stakes within the central Italian alps and pre-alps, for the period 1985-2005. First, sparse snow density pits first are used to find a relation between snow density, geomorphologic features and the season. Then, density estimates are used to evaluate SWE at snow stakes. To highlight regional features in SWE distribution, a Principal Components Analysis (PCA) is carried out, resulting into partition of the investigated area in two different homogeneous regions featuring different SWE statistics, consistent with previous findings. Then, the covariance of the SWE field within the two regions is studied, necessary for kriging, and its regularization provided based upon geomorphic attributes. Then, a Kriging procedure based upon the so obtained covariance fields is developed and cross-validated. Kriged SWE maps are then illustrated for two sample years, to demonstrate use of the method. The procedure provides well estimated, least variance SWE values and it is relatively simple and fast because it uses only information upon altitude at the investigated sites. Therefore, it can be used for spatial estimation of SWE within the investigated region for hydrological conjectures.
引用
收藏
页码:3 / 14
页数:12
相关论文
共 60 条
[1]   Micro-scale spatial variability and the timing of snow melt runoff in a high mountain catchment [J].
Anderton, SP ;
White, SM ;
Alvera, B .
JOURNAL OF HYDROLOGY, 2002, 268 (1-4) :158-176
[2]   Regionalization of precipitation in Switzerland by means of principal component analysis [J].
Baeriswyl, PA ;
Rebetez, M .
THEORETICAL AND APPLIED CLIMATOLOGY, 1997, 58 (1-2) :31-41
[3]   Potential impacts of a warming climate on water availability in snow-dominated regions [J].
Barnett, TP ;
Adam, JC ;
Lettenmaier, DP .
NATURE, 2005, 438 (7066) :303-309
[4]   Variations of snow depth and duration in the Swiss Alps over the last 50 years: Links to changes in large-scale climatic forcings [J].
Beniston, M .
CLIMATIC CHANGE, 1997, 36 (3-4) :281-300
[5]   Snow pack in the Swiss Alps under changing climatic conditions: an empirical approach for climate impacts studies [J].
Beniston, M ;
Keller, F ;
Goyette, S .
THEORETICAL AND APPLIED CLIMATOLOGY, 2003, 74 (1-2) :19-31
[6]  
Blöschl G, 1999, HYDROL PROCESS, V13, P2149, DOI 10.1002/(SICI)1099-1085(199910)13:14/15<2149::AID-HYP847>3.0.CO
[7]  
2-8
[8]   Regional evaluation of three day snow depth for avalanche hazard mapping in Switzerland [J].
Bocchiola, D. ;
Janetti, E. Bianchi ;
Gorni, E. ;
Marty, C. ;
Sovilla, B. .
NATURAL HAZARDS AND EARTH SYSTEM SCIENCES, 2008, 8 (04) :685-705
[9]  
BOCCHIOLA D, 2007, ADV GEOSCIENCES, V14, P1
[10]   Regional snow depth frequency curves for avalanche hazard mapping in central Italian Alps [J].
Bocchiola, Daniele ;
Medagliani, Michele ;
Rosso, Renzo .
COLD REGIONS SCIENCE AND TECHNOLOGY, 2006, 46 (03) :204-221