Relating storm and weather factors to dry slab avalanche activity at Alta, Utah, and Mammoth Mountain, California, using classification and regression trees

被引:37
作者
Davis, RE [1 ]
Elder, K
Howlett, D
Bouzaglou, E
机构
[1] USA, Engineer Res & Dev Ctr, Cold Reg Res & Engn Lab, Hanover, NH 03755 USA
[2] Colorado State Univ, Dept Earth Resources, Ft Collins, CO USA
[3] Alta Ski Lift, Alta, UT USA
[4] Mammoth Mt Ski Area, Mommoth Lakes, CA USA
关键词
avalanche; snow accumulation; snow cover stability; avalanche forecasting;
D O I
10.1016/S0165-232X(99)00032-4
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Using classification and regression tree models, we evaluated 31 factors in terms of their importance to explaining avalanche activity indices at two ski areas: Alta, UT and Mammoth Mountain, CA. This study derived new empirical factors that combined wind velocity with new snow amount, air temperatures with time, and total snow depth with time. The analyses created over-fit tree models in exploring structures inherent in the data to obtain the relative ranking and scores of various combinations of the 31 factors. Avalanche activity indices included maximum size, number of releases and sum of sizes of released avalanches, Results showed that time lagged conventional factors describing snowfall and derived wind-drift parameters ranked highest in all tests. Snow drift factors segregated into prominent wind directions showed only moderate importance. Among the non-storm factors, the starting snow depth of a particular year ranked highest showing the importance of interannual variability. This was followed by the accumulated vapor pressure difference, which we formulated to better describe the conditioning of old snow with age. The average snow depth increase and other factors followed in importance. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:79 / 89
页数:11
相关论文
共 34 条
[1]  
[Anonymous], 1970, CAN GEOTECH J
[2]  
Atwater MM., 1954, SCI AM, V190, P26, DOI DOI 10.1038/SCIENTIFICAMERICAN0154-26
[3]  
Bader H, 1939, BEITRAGE GEOLOGIE H, V3, P1
[4]   Terminology and predominant processes associated with the formation of weak layers of near-surface faceted crystals in the mountain snowpack [J].
Birkeland, KW .
ARCTIC AND ALPINE RESEARCH, 1998, 30 (02) :193-199
[5]   Near-surface faceted crystals formed by diurnal recrystallization: A case study of weak layer formation in the mountain snowpack and its contribution to snow avalanches [J].
Birkeland, KW ;
Johnson, RF ;
Schmidt, DS .
ARCTIC AND ALPINE RESEARCH, 1998, 30 (02) :200-204
[6]  
Bois P., 1975, INT ASS HYDROLOGICAL, V114, P391
[7]  
Bovis M.J., 1977, J GLACIOL, V18, P87
[8]  
Breiman L., 1993, CLASSIFICATION REGRE
[10]   AN OVERVIEW OF SEASONAL SNOW METAMORPHISM [J].
COLBECK, SC .
REVIEWS OF GEOPHYSICS, 1982, 20 (01) :45-61