Constraining snowmelt in a temperature-index model using simulated snow densities

Journal of Hydrology

Volumn 517, Issue , 2014, Pages 652-667

  Bormann, Kathryn J ^a,b   Evans, Jason P ^a   McCabe, Matthew F ^c  

^a UNIVERSITY OF NEW SOUTH WALES   (Australia)

^b CALIFORNIA INSTITUTE OF TECHNOLOGY   (United States)

^c KING ABDULLAH UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Saudi Arabia)

Author keywords

Degree day factor; Melt factor; Snow density; Snow depth; Snow modelling; Warm maritime snowpack dynamics

Indexed keywords

DEGREE-DAY FACTOR; SNOW DENSITY; SNOW DEPTHS; SNOWMELT;

ALGORITHM; ANNUAL VARIATION; COLD REGION; DATA SET; PARAMETERIZATION; SNOW COVER; SNOW WATER EQUIVALENT; SNOWMELT; CALIBRATION; MODEL; SNOWPACK;

AUSTRALIA;

EID: 84904863364     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2014.05.073     Document Type: Article

References (58)

1. Anderson, E.A., 1976. A Point Energy and Mass Balance Model of a Snow Cover. NOAA Technical Report NWS 19.
2. Baker D.G., Ruschy D.L., Wall D.B. The albedo decay of prairie snows. J. Appl. Meteorol. 1990, 29(2):179-187. 10.1175/1520-0450(1990) 029<0179:TADOPS>2.0.CO;2.
3. Bicknell S., McManus P. The canary in the coalmine: Australian ski resorts and their response to climate change. Geogr. Res. 2006, 44(4):386-400. 10.1111/j.1745-5871.2006.00409.x.
4. Bormann K.J., Westra S., Evans J.P., McCabe M.F. Spatial and temporal variability in seasonal snow density. J. Hydrol. 2013, 484:63-73. 10.1016/j.jhydrol.2013.01.032.
5. Brubaker K., Rango A., Kustas W. Incorporating radiation inputs into the Snowmelt Runoff Model. Hydrol. Process. 1996, 10(10):1329-1343. 10.1002/(SICI)1099-1085(199610)10:10<1329::AID-HYP464>3.0.CO;2-W.
6. Budin G.R. Interannual variability of Australian snowfall. Aust. Meteorol. Mag. 1985, 33(3):145-159.
7. Butt M.J., Bilal M. Application of snowmelt runoff model for water resource management. Hydrol. Process. 2011, 25(24):3735-3747. 10.1002/hyp.8099.
8. Carturan L., Fontana D., Borga M. Estimation of winter precipitation in a high-altitude catchment of the Eastern Italian Alps: validation by means of glacier mass balance observations. Geogr. Fis. E Din. Quat. 2012, 35(1):37-48. 10.4461/GFDQ.2012.35.4.
9. Chen X., Wei W., Liu M. Change in fresh snow density in Tianshan Mountains, China. Chin. Geogr. Sci. 2010, 21(1):36-47. 10.1007/s11769-010-0434-0.
10. Chubb T.H., Siems S.T., Manton M.J. On the decline of wintertime precipitation in the Snowy Mountains of southeastern Australia. J. Hydrometeorol. 2011, 12(6):1483-1497. 10.1175/JHM-D-10-05021.1.
11. Debele B., Srinivasan R., Gosain A.K. Comparison of process-based and temperature-index snowmelt modeling in SWAT. Water Resour. Manag. 2010, 24(6):1065-1088. 10.1007/s11269-009-9486-2.
12. De Michele C., Avanzi F., Ghezzi A., Jommi C. Investigating the dynamics of bulk snow density in dry and moist conditions using a one-dimensional model. Cryosphere 2013, 7:433-444. 10.5194/tc-7-433-2013.
13. DeWalle, D.R., Henderson, Z., Rango, A., 2002. Spatial and temporal variations in snowmelt degree-day factors computed from SNOTEL data in the Upper Rio Grande basin. In: Proc. West. Snow Conf., Presented at the Western Snow Conference, Granby, Colorado, pp. 73-81.
14. Van Dijk A.I.J.M., Beck H.E., Crosbie R.S., De Jeu R.A.M., Liu Y.Y., Podger G.M., Timbal B., Viney N.R. The millennium drought in southeast Australia (2001-2009): natural and human causes and implications for water resources, ecosystems, economy, and society. Water Resour. Res. 2013, 49(2):1040-1057. 10.1002/wrcr.20123.
15. Dozier J., Painter T.H. Multispectral and hyperspectral remote sensing of alpine snow properties. Annu. Rev. Earth Planet. Sci. 2004, 32:465-494. 10.1146/annurev.earth.32.101802.120404.
16. Essery R., Morin S., Lejeune Y., Me´nard C.B. A comparison of 1701 snow models using observations from an alpine site. Adv. Water Resour. 2013, 55:131-148. 10.1016/j.advwatres.2012.07.013.
17. Farr T.G., Rosen P.A., Caro E., Crippen R., Duren R., Hensley S., Kobrick M., Paller M., Rodriguez E., Roth L., Seal D., Shaffer S., Shirmada J., Umland J., Werner M., Oskin M., Burbank D., Alsdorf D. The shuttle radar topography mission. Rev. Geophys. 2007, 45(2):1-33. 10.1029/2005RG000183.
18. Fassnacht S.R. Estimating alter-shielded gauge snowfall undercatch, snowpack sublimation, and blowing snow transport at six sites in the coterminous USA. Hydrol. Process. 2004, 18(18):3481-3492. 10.1016/j.advwatres.2012.08.010.
19. Hastie T., Tibshirani R., Friedman J.H. The Elements of Statistical Learning 2009, Springer. second ed.
20. Hennessy K.J., Whetton P.H., Walsh K., Smith I.N., Bathols J.M., Hutchinson M., Sharples J. Climate change effects on snow conditions in mainland Australia and adaptation at ski resorts through snowmaking. Clim. Res. 2008, 35(3):255-270. 10.3354/cr00706.
21. Hennessy K.J., Whetton P., Smith I., Bathols J., Hutchinson M., Sharples J. The Impact of Climate Change on Snow Conditions in Mainland Australia 2003, vol. 47. CSIRO Atmospheric Research, Aspendale, Victoria, Australia.
22. Hock R. A distributed temperature-index ice- and snowmelt model including potential direct solar radiation. J. Glaciol. 1999, 45(149):101-111.
23. Hock R. Temperature index melt modelling in mountain areas. J. Hydrol. 2003, 282(1-4):104-115.
24. Hodgkins R., Carr S., Pa´lsson F., Gudmundsson S., Bjo¨rnsson H. Sensitivity analysis of temperature-index melt simulations to near-surface lapse rates and degree-day factors at Vestari-Hagafellsjo¨kull, Langjo¨kull, Iceland. Hydrol. Process. 2012, 26(24):3736-3748. 10.1002/hyp.8458.
25. Huwald H., Higgins C.W., Boldi M.-O., Bou-Zeid E., Lehning M., Parlange M.B. Albedo effect on radiative errors in air temperature measurements. Water Resour. Res. 2009, 45(8):W08431. 10.1029/2008WR007600.
26. Jonas T., Marty C., Magnusson J. Estimating the snow water equivalent from snow depth measurements in the Swiss Alps. J. Hydrol. 2009, 378(1-2):161-167. 10.1016/j.jhydrol.2009.09.021.
27. Jost G., Moore R.Dan., Smith R., Gluns D.R. Distributed temperature-index snowmelt modelling for forested catchments. J. Hydrol. 2012, 420-421:87-101. 10.1016/j.jhydrol.2011.11.045.
28. Judson A., Doesken N. Density of freshly fallen snow in the central rocky mountains. Bull. Am. Meteorol. Soc. 2000, 81(7):1577-1587.
29. Kingsford R.T. Managing Australia's scarce water resources for the environment. Pac. Conserv. Biol. 2009, 15(1):4-6.
30. Kumar M., Marks D., Dozier J., Reba M., Winstral A. Evaluation of distributed hydrologic impacts of temperature-index and energy-based snow models. Adv. Water Resour. 2013, 56:77-89. 10.1016/j.advwatres.2013.03.006.
31. Lang, H., Braun, L., 1990. On the information content of air temperature in the context of snow melt estimation (IAHS Publication No. 190). In: Hydrology of Mountainous Areas (Proceedings of the Strbske´ Pleso Workshop, Czechoslovakia, June 1988), pp. 347-354.
32. Legates D.R. The need for removing biases from rain and snowgage measurements. World Data Cent. Glaciol. Snow Ice (GD-25) 1993, 164-171.
33. Liu M., Ba´rdossy A., Li J., Jiang Y. GIS-based modelling of topography-induced solar radiation variability in complex terrain for data sparse region. Int. J. Geogr. Inf. Sci. 2012, 26(7):1281-1308. 10.1080/13658816.2011.641969.
34. Lymburner, L., Tan, P., Mueller, N., Thackway, R., Lewis, A., Thankappan, M., Randall, L., et al., 2011. 250metre Dynamic Land Cover Dataset of Australia (first ed.,) (No. Record 2011/31), 96. Canberra, Australia: Geoscience Australia.
35. Marsh C.B., Pomeroy J.W., Spiteri R.J. Implications of mountain shading on calculating energy for snowmelt using unstructured triangular meshes. Hydrol. Process. 2012, 26(12):1767-1778. 10.1002/hyp.9329.
36. McCreight J.L., Small E.E. Modeling bulk density and snow water equivalent using daily snow depth observations. Cryosphere Discuss. 2013, 7(5):5007-5049. 10.5194/tcd-7-5007-2013.
37. McVicar T.R., Van Niel T.G., Li L.T., Roderick M.L., Rayner D.P., Ricciardulli L., Donohue R.J. Wind speed climatology and trends for Australia, 1975-2006: capturing the stilling phenomenon and comparison with near-surface reanalysis output. Geophys. Res. Lett. 2008, 35(20). 10.1029/2008GL035627.
38. Mizukami N., Perica S. Spatiotemporal characteristics of snowpack density in the mountainous regions of the Western United States. J. Hydrometeorol. 2008, 9(6):1416-1426. 10.1175/2008JHM981.1.
39. Musselman K.N., Molotch N.P., Margulis S.A., Kirchner P.B., Bales R.C. Influence of canopy structure and direct beam solar irradiance on snowmelt rates in a mixed conifer forest. Agric. For. Meteorol. 2012, 161:46-56. 10.1016/j.agrformet.2012.03.011.
40. Nash J.E., Sutcliffe J.V. River flow forecasting through conceptual models part I - a discussion of principles. J. Hydrol. 1970, 10(3):282-290. 10.1016/0022-1694(70)90255-6.
41. Ohmura A. Physical basis for the temperature-based melt-index method. J. Appl. Meteorol. 2001, 40(4):753-761. 10.1175/1520-0450(2001) 040<0753:PBFTTB>2.0.CO;2.
42. Pierce K.B., Lookingbill T., Urban D. A simple method for estimating potential relative radiation (PRR) for landscape-scale vegetation analysis. Landsc. Ecol. 2005, 20(2):137-147.
43. Raleigh M.S., Lundquist J.D. Comparing and combining SWE estimates from the SNOW-17 model using PRISM and SWE reconstruction. Water Resour. Res. 2012, 48(1). 10.1029/2011WR010542.
44. Rango A., Martinec J. Revisiting the degree-day method for snowmelt computations. J. Am. Water Resour. Assoc. 1995, 31(4):657-669. 10.1111/j.1752-1688.1995.tb03392.x.
45. Rasmussen R., Baker B., Kochendorfer J., Meyers T., Landolt S., Fischer A.P., Black J., The´riault J.M., Kucera P., Gochis D., Smith C., Nitu R., Hall M., Ikeda K., Gutmann E. How well are we measuring snow: the NOAA/FAA/NCAR winter precipitation test bed. Bull. Am. Meteorol. Soc. 2012, 93(6):811-829. 10.1175/BAMS-D-11-00052.1.
46. Rice R., Bales R.C. Embedded-sensor network design for snow cover measurements around snow pillow and snow course sites in the Sierra Nevada of California. Water Resour. Res. 2010, 46(3). 10.1029/2008WR007318.
47. Ritter A., Muñoz-Carpena R. Performance evaluation of hydrological models: statistical significance for reducing subjectivity in goodness-of-fit assessments. J. Hydrol. 2013, 480:33-45. 10.1016/j.jhydrol.2012.12.004.
48. Ruddell, A., Budd, W.F., Smith, I.N., Keage, P.L., Jones, R., 1990. The South East Australian Alpine Climate Study: A Report by the Meteorology Department, University of Melbourne for the Alpine Resorts Commission. Department of Meteorology, University of Melbourne.
49. Sanecki G.M., Green K., Wood H., Lindenmayer D. The characteristics and classification of Australian snow cover: an ecological perspective. Arct. Antarct. Alp. Res. 2006, 38(3):429-435. 10.1657/1523-0430(2006) 38[429:TCACOA]2.0.CO;2.
50. Schreider S.Y., Whetton P.H., Jakeman A.J., Pittock A.B. Runoff modelling for snow-affected catchments in the Australian alpine region, eastern Victoria. J. Hydrol. 1997, 200(1-4):1-23.
51. Shamir E., Georgakakos K.P. Distributed snow accumulation and ablation modeling in the American River basin. Adv. Water Resour. 2006, 29(4):558-570. 10.1016/j.advwatres.2005.06.010.
52. Sicart J.E., Hock R., Six D. Glacier melt, air temperature, and energy balance in different climates: the Bolivian Tropics, the French Alps, and northern Sweden. J. Geophys. Res. D: Atmos. 2008, 113(24). 10.1029/2008JD010406.
53. Stisen S., Højberg A.L., Troldborg L., Refsgaard J.C., Christensen B.S.B., Olsen M., Henriksen H.J. On the importance of appropriate precipitation gauge catch correction for hydrological modelling at mid to high latitudes. Hydrol. Earth Syst. Sci. 2012, 16(11):4157-4176. 10.5194/hess-16-4157-2012.
54. Sturm M., Taras B., Liston G., Derksen C., Jonas T., Lea J. Estimating snow water equivalent using snow depth data and climate classes. J. Hydrometeorol. 2010, 11(6):1380-1394. 10.1175/2010JHM1202.1.
55. Tobin C., Schaefli B., Nico´tina L., Simoni S., Barrenetxea G., Smith R., Parlange M., Rinaldo A. Improving the degree-day method for sub-daily melt simulations with physically-based diurnal variations. Adv. Water Resour. 2013, 55:149-164. 10.1016/j.advwatres.2012.08.008.
56. Todd-Walter M., Brooks E.S., McCool D.K., King L.G., Molnau M., Boll J. Process-based snowmelt modeling: does it require more input data than temperature-index modeling?. J. Hydrol. 2005, 300(1-4):65-75. 10.1016/j.jhydrol.2004.05.002.
57. Whetton P.H., Haylock M.R., Galloway R. Climate change and snow-cover duration in the Australian Alps. Clim. Change 1996, 32(4):447-479. 10.1007/BF00140356.
58. Willmott C.J., Matsuura K. Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance. Clim. Res. 2005, 30(1):79-82. 10.3354/cr030079.