Snow Precipitation and Snow Cover Climatic Variability for the Period 1971–2009 in the Southwestern Italian Alps: The 2008–2009 Snow Season Case Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Meteorological Stations at the Earth Surface
Elevation [m. a. s. 1] | UTM_x[m] | UTM_y[m] | |
---|---|---|---|
Entracque L. Piastra | 960 | 371372 | 4898574 |
Vinadio Riofreddo | 1200 | 354258 | 4905036 |
Ponte chianale L. Castello | 1589 | 345381 | 4942026 |
2.2. Satellite Data
3. Results
- Monthly cumulated fresh snow [HN];
- Average number of snowy days per month [SD] (fresh snow depth ≥ 1cm);
- Monthly mean snow depth [HS]
3.1. Snow Climatic Indices during the 1971–2000 Reference Period
(a) | Entracque Lago Piastra | |||||||||||
1971-2000 | 2000-2009 | |||||||||||
HN [cm] | SD [cm] | HS [cm] | HN [cm] | SD [cm] | HS [cm] | |||||||
Mean | σ | Mean | σ | Mean | σ | Mean | σ | Mean | σ | Mean | σ | |
Nov | 23 | 24 | 3 | 2 | 3 | 4 | 35 | 26 | 3 | 2 | 4 | 4 |
Dec | 51 | 44 | 4 | 2 | 14 | 12 | 62 | 55 | 5 | 2 | 18 | 25 |
Jan | 84 | 69 | 6 | 3 | 39 | 33 | 50 | 40 | 4 | 2 | 28 | 32 |
Feb | 57 | 59 | 5 | 2 | 47 | 43 | 47 | 41 | 3 | 2 | 27 | 36 |
Mar | 41 | 35 | 4 | 2 | 30 | 35 | 21 | 12 | 2 | 1 | 11 | 16 |
Apr | 21 | 21 | 2 | 2 | 4 | 7 | 9 | 11 | 1 | 2 | 1 | 1 |
May | 2 | 4 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Seas | 279 | 129 | 20 | 7 | 20 | 15 | 224 | 104 | 18 | 5 | 13 | 15 |
(b) | Vinadio Riofeddo | |||||||||||
1971-2000 | 2000-2009 | |||||||||||
HN [cm] | SD [cm] | HS [cm] | HN [cm] | SD [cm] | HS [cm] | |||||||
Mean | σ | Mean | σ | Mean | σ | Mean | σ | Mean | σ | Mean | σ | |
Nov | 30 | 28 | 4 | 3 | 6 | 7 | 46 | 35 | 4 | 2 | 7 | 7 |
Dec | 65 | 52 | 5 | 2 | 21 | 18 | 76 | 71 | 6 | 3 | 34 | 38 |
Jan | 88 | 80 | 7 | 3 | 44 | 33 | 58 | 54 | 5 | 3 | 49 | 57 |
Feb | 68 | 74 | 7 | 3 | 56 | 44 | 48 | 39 | 4 | 2 | 49 | 58 |
Mar | 54 | 47 | 6 | 2 | 44 | 41 | 33 | 25 | 3 | 2 | 30 | 42 |
Apr | 36 | 28 | 3 | 2 | 13 | 19 | 19 | 18 | 3 | 2 | 2 | 1 |
May | 4 | 12 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
Seas | 339 | 159 | 25 | 9 | 26 | 17 | 268 | 144 | 24 | 7 | 26 | 32 |
(c) | Pontechianale Lago Castello | |||||||||||
1971-2000 | 2000-2009 | |||||||||||
HN [cm] | SD [cm] | HS [cm] | HN [cm] | SD [cm] | HS [cm] | |||||||
Mean | σ | Mean | σ | Mean | σ | Mean | σ | Mean | σ | Mean | σ | |
Nov | 37 | 35 | 4 | 3 | 7 | 9 | 58 | 44 | 4 | 2 | 12 | 14 |
Dec | 45 | 35 | 6 | 2 | 21 | 17 | 72 | 66 | 6 | 3 | 37 | 30 |
Jan | 65 | 54 | 7 | 3 | 41 | 33 | 46 | 38 | 4 | 3 | 44 | 39 |
Feb | 54 | 47 | 7 | 3 | 49 | 36 | 42 | 37 | 4 | 2 | 44 | 34 |
Mar | 51 | 44 | 6 | 1 | 41 | 36 | 33 | 34 | 4 | 2 | 32 | 27 |
Apr | 46 | 41 | 4 | 2 | 14 | 13 | 35 | 30 | 4 | 2 | 9 | 13 |
May | 7 | 15 | 1 | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 |
Seas | 305 | 103 | 30 | 7 | 25 | 15 | 275 | 107 | 26 | 9 | 28 | 22 |
3.2. Snow Indices during the 2000–2009 Decade
PHN | PSD | PHS | |
---|---|---|---|
Entracque L. Piastra | 0.08 | 0.17 | 0.06 |
Vinadio Riofreddo | 0.10 | 0.33 | 0.21 |
Ponte chianale L. Castello | 0.17 | 0.12 | 0.55 |
3.3. The 2008–2009 Snow Season Case-Study
3.4. Further Considerations on the 2008–2009 Snow Season Using Satellite Data
4. Conclusions
Acknowledgements
References and Notes
- Keller, F.; Kienast, F.; Beniston, M. Evidence of the response of vegetation to environmental change at high elevation sites in the Swiss Alps. Reg. Environ. Change. 2000, 1, 70–77. [Google Scholar] [CrossRef]
- Körner, C. Impact of Atmospheric Changes on High Mountain Vegetation. In Mountain Environments in Changing Climate; Beniston, M., Ed.; Routledge Publishing Company: London, UK, 1994; pp. 155–166. [Google Scholar]
- Beniston, M. Variations of snow depth and duration in the Swiss Alps over the last 50 years: Links to changes in large-scale climatic forcings. Climatic Change 1997, 36, 281–300. [Google Scholar] [CrossRef]
- Hall, D.K.; Riggs, G.A. Accuracy assessment of the MODIS snow products. Hydrol. Proc. 2007, 21, 1534–1547. [Google Scholar] [CrossRef]
- Beniston, M.; Keller, F.; Goyette, S. Snow pack in the Swiss Alps under changing climatic conditions: An empirical approach for climate impact studies. Theor. Appl. Climatol. 2003, 74, 19–31. [Google Scholar] [CrossRef]
- Laternser, M.; Schneebeli, M. Long-term snow climate trends of the Swiss Alps (1931-99). Int. J. Climatol. 2003, 23, 733–750. [Google Scholar] [CrossRef]
- Scherrer, S.C.; Appenzeller, C.; Laternser, M. Trends in Swiss Alpine snow days: The role of local and large scale climate variability. Geophys. Res. Lett. 2004, 31. [Google Scholar] [CrossRef]
- Hantel, M.; Ehrendorfer, M.; Haslinger, A.M. Climate sensitivity of snow cover duration in Austria. Int. J. Climatol. 2000, 20, 615–640. [Google Scholar] [CrossRef]
- Valt, M.; Cagnati, A.; Crepaz, A.; Marigo, G. Neve sulle Alpi. Neve e Valanghe 2005, 56, 23–41. [Google Scholar]
- Valt, M.; Cagnati, A.; Crepaz, A.; CatBerro, D. Variazioni recenti del manto nevoso sul versante meridionale delle Alpi. Neve e Valanghe 2008, 63, 46–57. [Google Scholar]
- Fazzini, M. Caratterizzazione dei fenomeni d’innevamento nel territorio italiano. Neve e Valanghe 2007, 60, 36–49. [Google Scholar]
- Biancotti, A; Carotta, M.; Motta, L.; Turroni, E. Le precipitazioni nevose sulle Alpi piemontesi. Trentennio 1966–1996. Collana Stud i Climatologici in Piemonte 1998, 2, 11–80. [Google Scholar]
- Fratianni, S.; Motta, L. Andamento climatico in Val di Susa negli anni 1990–1999. Collana Studi Climatologici in Piemonte 2002, 4, 45–50. [Google Scholar]
- Fazzini, M.; Gaddo, M. La neve in trentino. Analisi statistica del fenomeno nell’ultimo ventennio. Neve e Valanghe 2003, 48, 28–35. [Google Scholar]
- Aguilar, E.; Auer, I.; Brunet, M.; Peterson, T.C.; Wieringa, J. Guidance on metadata and homogenization. WMO-TD No. 1186. 2003. Available online: http://www.wmo.int/pages/prog/wcp/wcdmp/wcdmp_series/index_en.html (accessed on 24 January 2010).
- Zhang, X.; Yang, F. RClimDex User Manual; Climate Research Branch, Environment Canada: Downsview, ON, Canada, 2004; p. 23. Available online: http://cccma.seos.uvic.ca/ETCCDMI/software.shtml (accessed on 5 April 2009).
- Barnes, W.L.; Pagano, T.S.; Salomonson, V.V. Prelaunch characteristics of the MODerate resolution Imaging Spectroradiometer (MODIS) on EOS-AM1. IEEE Trans. Geosci. Rem. Sens. 1998, 36, 1088–1100. [Google Scholar] [CrossRef]
- Hall, D.K.; Riggs, G.A.; Salomonson, V.V. Development of methods for mapping global snow cover using MODerate resolution Imaging Spectroradiometer data. Rem. Sens. Environ. 1995, 54, 127–140. [Google Scholar] [CrossRef]
- Hall, D.K.; Riggs, G.A.; Solomonson, V.V.; DiGirolamo, N.E.; Bayr, K.J. MODIS snow-cover products. Rem. Sens. Environ. 2002, 83, 181–194. [Google Scholar] [CrossRef]
- Hall, D.K.; Riggs, G.A.; Salomonson, V.V. Algorithm Theoretical Basis Document (ATBD) for the MODIS Sea and Ice Mapping Algorithms. Available online: http://modis-snow-ice.gsfc.nasa.gov/atbd.html (accessed on 24 October 2006).
- Riggs, G.A.; Hall, D.K.; Solomonson, V.V. Modis Snow Products User Guide Collection 5. Available online: http://nsidc.org/data/docs/daac/modis_v5 (accessed on 16 September 2008).
- Guenther, B.; Xiong, X.; Salomonson, V.V.; Barnes, W.L.; James, Y. On-orbit performance of the earth observing system moderate resolution imaging spectroradiometer; first year of data. Rem. Sens. Environ. 2002, 83, 16–30. [Google Scholar] [CrossRef]
- Ackerman, S.A.; Strabala, K.I.; Menzel, P.W.P.; Frey, R.A.; Moeller, C.C.; Gumley, L.E. Discriminating clear sky from clouds with MODIS. J. Geophys. Res. 1998, 103, 32141–32157. [Google Scholar] [CrossRef]
- Platnick, S.; King, M.D.; Ackerman, S.A.; Menzel, W.P.; Baum, B.A.; Riédi, J.C.; Frei, R.A. The MODIS cloud products: Algorithms and examples from Terra. IEEE Trans. Geosci. Rem. Sens. 2003, 41, 459–473. [Google Scholar] [CrossRef]
- Wolfe, R.; Nishihama, M.; Fleig, A.; Kayper, J.A.; Roy, D.P.; Storey, J.C.; Patt, F.S. Achieving sub-pixel geolocation accuracy in support of MODIS land science. Rem. Sens. Environ. 2002, 83, 31–49. [Google Scholar] [CrossRef]
- Klein, A.G.; Barnett, A.C. Validation of daily MODIS snow maps of the Upper Rio Grande River Basin for the 2000–2001 snow year. Rem. Sens. Environ. 2003, 86, 162–176. [Google Scholar] [CrossRef]
- Simic, A.; Fernandes, R.; Brown, R.; Romanov, P.; Park, W. Validation of VEGETATION, MODIS, and GOES+ SSM/I snow-cover products over Canada based on surface snow depth observations. Hydrol. Proc. 2004, 18, 1089–1104. [Google Scholar] [CrossRef]
- Bitner, D.; Carrol, T.; Cline, D.; Romanov, P. An assessment of the differences between three satellite snow cover mapping techniques. Hydrol. Proc. 2002, 16, 3723–3733. [Google Scholar] [CrossRef]
- Scharfen, G.R.; Hall, D.K.; Khalsa, S.J.S.; Wolfe, D.J.; Marquis, M.C.; Riggs, G.A.; McLean, B. Accessing the MODIS snow and ice products at the NSIDC DAAC. In Proceedings of IGARSS’00, Honululu, HI, USA, 23–28 July 2000; pp. 2059–2061.
- Hall, D.K.; Riggs, G.A.; Salomonson, V.V. MODIS/Terra Snow Cover 8-Day L3 Global 500m Grid V005; [2003337-2003061, 2004073, 2008337-2008061, 2009073], updated weekly; National Snow and Ice Data Center, Digital media: Boulder, CO, USA, 2007. [Google Scholar]
- Besancenot JP. In Climat et Tourisme; Masson: Paris, France, 1990; p. 223.
- Marty, C. Regime shift of snow days in Switzerland. Geoph. Res. Lett. 2008, 35. [Google Scholar] [CrossRef]
- Durand, Y.; Giraud, G.; Laternser, M.; Etchevers, P.; Mérindol, L.; Lesaffre, B. Reanalysis of 47 years of climate in the french Alps (1958–2005): Climatology and trends for snow cover. Theor. Appl. Climatol. 2009, 48, 2487–2512. [Google Scholar] [CrossRef]
- IPCC. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change; Cambridge University: Cambridge, UK, 2007; pp. 343–345. [Google Scholar]
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Terzago, S.; Cassardo, C.; Cremonini, R.; Fratianni, S. Snow Precipitation and Snow Cover Climatic Variability for the Period 1971–2009 in the Southwestern Italian Alps: The 2008–2009 Snow Season Case Study. Water 2010, 2, 773-787. https://doi.org/10.3390/w2040773
Terzago S, Cassardo C, Cremonini R, Fratianni S. Snow Precipitation and Snow Cover Climatic Variability for the Period 1971–2009 in the Southwestern Italian Alps: The 2008–2009 Snow Season Case Study. Water. 2010; 2(4):773-787. https://doi.org/10.3390/w2040773
Chicago/Turabian StyleTerzago, Silvia, Claudio Cassardo, Roberto Cremonini, and Simona Fratianni. 2010. "Snow Precipitation and Snow Cover Climatic Variability for the Period 1971–2009 in the Southwestern Italian Alps: The 2008–2009 Snow Season Case Study" Water 2, no. 4: 773-787. https://doi.org/10.3390/w2040773
APA StyleTerzago, S., Cassardo, C., Cremonini, R., & Fratianni, S. (2010). Snow Precipitation and Snow Cover Climatic Variability for the Period 1971–2009 in the Southwestern Italian Alps: The 2008–2009 Snow Season Case Study. Water, 2(4), 773-787. https://doi.org/10.3390/w2040773