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Simulating cold season snowpack: Impacts of snow albedo and multi-layer snow physics

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An Erratum to this article was published on 01 November 2012

A Commentary to this article was published on 18 July 2012

Abstract

This study used numerical experiments to investigate two important concerns in simulating the cold season snowpack: the impact of the alterations of snow albedo due to anthropogenic aerosol deposition on snowpack and the treatment of snow physics using a multi-layer snow model. The snow albedo component considered qualitatively future changes in anthropogenic emissions and the subsequent increase or decrease of black carbon deposition on the Sierra Nevada snowpack by altering the prescribed snow albedo values. The alterations in the snow albedo primarily affect the snowpack via surface energy budget with little impact on precipitation. It was found that a decrease in snow albedo (by as little as 5–10% of the reference values) due to an increase in local emissions enhances snowmelt and runoff (by as much as 30–50%) in the early part of a cold season, resulting in reduced snowmelt-driven runoff (by as much as 30–50%) in the later part of the cold season, with the greatest impacts at higher elevations. An increase in snow albedo associated with reduced anthropogenic emissions results in the opposite effects. Thus, the most notable impact of the decrease in snow albedo is to enhance early-season snowmelt and to reduce late-season snowmelt, resulting in an adverse impact on warm season water resources in California. The timing of the sensitivity of snow water equivalent (SWE), snowmelt, and runoff vary systematically according to terrain elevation; as terrain elevation increases, the peak response of these fields occurs later in the cold season. The response of SWE and surface energy budget to the alterations in snow albedo found in this study shows that the effects of snow albedo on snowpack are further enhanced via local snow-albedo feedback. Results from this experiment suggest that a reduction in local emissions, which would increase snow albedo, could alleviate the early snowmelt and reduced runoff in late winter and early spring caused by global climate change, at least partially. The most serious uncertainties associated with this part of the study are a quantification of the relationship between the amount of black carbon deposition and snow albedo—a subject of future study. The comparison of the spring snowpack simulated with a single- and multi-layer snow model during the spring of 1998 shows that a more realistic treatment of snow physics in a multi-layer snow model could improve snowpack simulations, especially during spring when snow ablation is significant, or in conjunction with climate change projections.

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References

  • Anderson E (1976) A point energy and mass balance model of a snow cover, NOAA Tech Rep., NWS, 19, Office of Hydrology, National Weather Service, Silver Spring, Maryland

  • Bowling L et al (2002) Simulation of high latitude hydrological processes in the Torne_Kalix basin: PILPS Phase 2(e): 1. Experiment description and summary inter-comparison. Global Planet Change 38:1–30

    Article  Google Scholar 

  • Cayan D, Maurer E, Dettinger M, Tyree M, Hayhoe K (2008) Climate change scenarios for the California region. Clim Chang 87:S21–S42

    Article  Google Scholar 

  • Chang S, Hahn D, Yang C, Norquist D, Ek M (1999) Validation study of the CAPS model and land surface scheme using the 1987 Cabauw/PILPS dataset. J Appl Meteor 38:405–422

    Article  Google Scholar 

  • Dai Y, Zeng Z, Dickinson RE, Baker I, Bonan GB, Bosilovich MG, Denning AS, Dirmeyer A, Houser PR, Niu G, Oleson KW, Schlosser CA, Yang Z (2003) The common land model. Bull Am Meteorol Soc 84:1013–1023

    Article  Google Scholar 

  • Dudhia J (1989) Numerical study of convection observed during the winter monsoon experiment using a mesoscale two-dimensional model. J Atmos Sci 46:3077–3107

    Article  Google Scholar 

  • Ek M, Mitchell K, Lin Y, Rogers E, Grunmann P, Koren V, Gayno G, Tarpley J (2003) Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model. J Geophys Res 108(D22):8851. doi:10.1029/2002JD003296

    Article  Google Scholar 

  • Flanner MG, Zender CS, Hess PG, Mahowald NM, Painter TH, Ramanathan V, Rasch PJ (2009) Springtime warming and reduced snow cover from carbonaceous particles. Atmos Chem Phys 9:2481–2497

    Article  Google Scholar 

  • Giorgi F, Hurrell JW, Marinucci MR, Beniston M (1997) Elevation dependency of the surface climate signal: a model study. J Clim 10:288–296

    Article  Google Scholar 

  • Hadley O, Ramanathan V, Carmichael G, Tang Y, Corrigan C, Roberts G, Mauger G (2007) Transpacific transport of black carbon and find aerosols (D<2.5 mm) into North America. J Geophys Res 112:D05309. doi:10.1029/2006JD007632

    Article  Google Scholar 

  • Husar R, Tratt D, Schichtel B, Falke S, Li F, Jaffe D, Gasso S, Gill T, Laulainen N, Lu F, Reheis M, Chun Y, Westphal D, Holben B, Gueymard C, McKendry I, Kuring N, Feldman G, McClain C, Frouin R, Merrill J, DuBois D, Vignola F, Murayama T, Nickovic S, Wilson W, Sassen K, Sugimoto N, Malm W (2001) Asian dust events of April 1998. J Geophys Res 106:18317–18330

    Article  Google Scholar 

  • Jordan R (1991) One-dimensional temperature model for a snow cover, Special Report. 91-1b, Cold Regions Res. and Eng. Lab., Hanover, New Hampshire

  • Kain J, J Fritsch (1993) ‘Convective parameterization for mesoscale models: The Kain-Fritsch scheme’, The representation of cumulus convection in numerical models. Meteor. Monogr. No. 24. Amer. Meteor. Soc. 165–170

  • Kain J, Fritsch J (1998) Multi-scale convective overturning in mesoscale convective systems: reconciling observations, simulations, and theory. Mon Weather Rev 126:2254–2273

    Article  Google Scholar 

  • Kalnay E, Kanamitsu M, Kistler R, Collins W, Deaven D, Gandin L, Iredell M, Saha S, White G, Woolen J, Zhu Y, Leetmaa A, Reynolds R, Chelliah M, Ebisuzaki W, Higgins W, Janowiak J, Mo K, Ropelewski C, Wang J, Jenne R, Joseph D (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77:437–471

    Article  Google Scholar 

  • Kim J (1997) Precipitation and snow budget over the southwestern United States during the 1994–1995 winter season in a mesoscale model simulation. Water Res Res 33:2831–2839

    Article  Google Scholar 

  • Kim J (2001) A nested modeling study of elevation-dependent climate change signals in California induced by increased atmospheric CO2. Geophys Res Lett 28:2951–2954

    Article  Google Scholar 

  • Kim J (2005) A projection of the effects of the climatic change induced by increased CO2 on extreme hydrologic events in the Western U. S. Clim Chang 68:153–168

    Article  Google Scholar 

  • Kim J, Ek M (1995) A simulation of surface energy budget and soil water content over the HAPEX/MOBILHY forest site. J Geophys Res 100(D10):20,845–20,854

    Article  Google Scholar 

  • Kim J, Lee J-E (2003) A multi-year regional climate hindcast for the western United States using the mesoscale atmospheric simulation model. J Hydrometeor 4:878–890

    Article  Google Scholar 

  • Kim J, Kim T, Arritt RW, Miller N (2002) Impacts of increased atmospheric CO2 on the hydroclimate of the Western United States. J Clim 15:1926–1942

    Article  Google Scholar 

  • Kim J, Chao Y, Eldering A, Fovell R, Hall A, Li Q, Liou K, McWilliams J, Waliser D, Xue Y, Kapnick S (2009) ‘A projection of the cold season hydroclimate in California in mid-twenty-first century under the SRES-A1B emission scenario’, California Climate Change Report, CEC-500-2009-029-D, California Energy Commission

  • Kim J, Fovell R, Hall A, Liou K, Xue Y, Kapnick S, Qu X, McWilliams J, Li Q, Waliser DE, Eldering A, Chao Y, Friedel R (2010) ‘A projection of the cold season hydroclimate in California in mid-twenty-first century under the SRES-A1B emissions scenario’. Climatic Change, submitted

  • Koren V, Schaake J, Mitchell K, Duan Q-Y, Baker J (1999) A parameterization of nowpack and frozen ground intended for NCEP weather and climate models. J Geophys Res 104(D16):19569–19585. doi:10.1029/1999JD900232

    Article  Google Scholar 

  • Lawrence CR, Painter TH, Landry CC, Neff J (2010) The contemporary physical and chemical composition of aeolian dust deposition to terrestrial ecosystems of the San Juan Mountains, Colorado, USA. J Geophys Res. doi:10.1029/2009JG001077

  • LeMone MA, Tewari M, Chen F, Alfieri JG, Niyogi D (2008) Evaluation of the Noah land surface model using data from a fair-weather IHOP_2002 day with heterogeneous surface fluxes. Mon Weather Rev 136:4915–4941

    Article  Google Scholar 

  • Leung R, Ghan S (1999) Pacific Northwest climate sensitivity simulated by a regional climate model driven by a GCM: part II: 2XCO2 simulations. J Clim 12:2031–2053

    Article  Google Scholar 

  • Luo L, Robock A, Vinnikov K, Schlosser CA, Slater A, Boone A, Etchevers P, Habets F, Noilhan J, Braden H, Cox P, de Rosnay P, Dickinson R, Dai Y, Zeng Q, Duan Q, Schaake J, Henderson-Sellers A, Gedney N, Gusev Y, Nasonova O, Kim J, Kowalczyk E, Mitchell K, Pitman A, Shmakin A, Smirnova T, Wetzel P, Xue Y, Yang Z (2003) Effects of frozen soil in soil temperature, spring infiltration, and runoff: results from the PILPS 2(d) experiment at Vaidai, Russia. J Hydrometeorol 4:334–351

    Article  Google Scholar 

  • Mahrt L, Pan H (1984) A two-layer model of soil hydrology. Bound Lay Meteor 29:1–20

    Article  Google Scholar 

  • Marks D, Dozier J (1992) Climate and energy exchange at the snow surface in the alpine region of the Sierra Nevada, 2, snow cover energy balance. Water Resour Res 28(11):3043–3054. doi:10.1029/92WR01483

    Article  Google Scholar 

  • McConnell J et al (2007) 20th-Century doubling in dust archived in an Antarctic Peninsula ice core parallels climate change and desertification in South America. Proc Natl Acad Sci U S A 104:5743–5748

    Article  Google Scholar 

  • Meehl G, Washington W, Wigley T, Arblaster J, Dai A (2003) Solar and greenhouse gas forcing and climate response in the twentieth century. J Clim 16:426–444

    Article  Google Scholar 

  • Mlawer E, Taubman S, Brown P, Iacono M, Clough S (1997) Radiative transfer for inhomogeneous atmosphere: RRTM, a validated correlated-k model for the longwave. J Geophys Res 102:16663–16682

    Article  Google Scholar 

  • Mölders N, Luijting H, Sassen K (2008) Use of atmospheric radiation measurement program data from Barrow, Alaska, for evaluation and development of snow-albedo parameterizations. Meteorol Atmos Phys 99:199–219

    Article  Google Scholar 

  • Molotch N, Bales R (2006) Comparison of ground-based and airborne snow surface albedo parameterizations in an alpine watershed: Impact on snowpack mass balance. Water Resour Res 42:W05410. doi:10.1029/2005WR004522

    Article  Google Scholar 

  • Mote P (2003) Trends in snow water equivalent in the Pacific Northwest and their climatic causes. Geophys Res Lett 30:1601. doi:10.1029/2003GL017258

    Article  Google Scholar 

  • Mote P, Dyer J, Grundstein A, Robinson D, Leathers D (2005a) ‘Evaluation of new snow depth and mass data sets for North America’, Proceedings 15th Conf. on Applied Climatology. Savannah, Georgia. American Meteorol. Soc., JPL. 10

  • Mote P, Hamlet A, Clark M, Lettenmaier D (2005b) Declining mountain snowpack in western North America. BAMS 86:39–49

    Article  Google Scholar 

  • Nissen B et al (2002) Simulation of high latitude hydrological processes in the Torne_Kalix basin: PILPS phase 2(e): 2. Comparison of model results with observations. Global Planet Change 38:31–53

    Article  Google Scholar 

  • Painter T, Barrett A, Landry C, Neff J, Cassidy M, Lawrence C, McBride K, Farmer G (2007) Impact of disturbed desert soils on duration of mountain snow cover. Geophys Res Lett 34:L12502. doi:10.1029/2007GL030284

    Article  Google Scholar 

  • Painter TH, Deems J, Belnap J, Hamlet A, Landry CC, Udall B (2010) Response of Colorado River runoff to dust radiative forcing in snow. Proc Natl Acad Sci. doi:10.1073/pnas.0913139107

  • Pan H, Mahrt L (1987) Interaction between soil hydrology and boundary-layer development. Bound Lay Meteor 38:185–202

    Article  Google Scholar 

  • Robinson D, Kukla G (1985) Maximum surface albedo of seasonally snow-covered lands in the northern hemisphere. J Climate Appl Meteor 24:402–411

    Article  Google Scholar 

  • Rutter N, Essery R, Pomeroy J, Altimir N, Andreadis K, Baker I, Barr A, Bartlett P, Deng H, Elder K, Ellis C, Feng X, Gelfan A, Goodbody G, Gusev Y, Gustafsson D, Hellström R, Hirota T, Jonas T, Koren V, Li W, Luce C, Martin E, Nasonova O, Pumpanen J, Pyles D, Samuelsson P, Sandells M, Schädler G, Shmakin A, Smirnova T, Stähli M, Stöckly R, Strasser U, Su H, Suzuki K, Takata K, Tanaka K, Thompson E, Vesala T, Viterbo P, Wiltshire A, Xue Y, Yamazaki T (2008) ‘Evaluation of forest snow processes models (SnowMIP2)’. J Geophys Res, Submitted

  • Skamarock W, Klemp J, Dudhia J, Gill D, Baker D, Wang W, Powers J (2005) A description of the advanced research WRF version 2. NCAR/TN-468+STR, 88 pp

  • Slater A, Schlosser CA, Desborough C, Pitman A, Henderson-Sellers A, Robock A, Vinnikov K, Mitchell K, Boone A, Braden H, Chen F, Cox P, Rosnay P, Dickinson R, Dai Y, Duan Q, Entin J, Etchevers P, Gedney N, Gusev Y, Habets F, Kim J, Koren V, Kowalczyk E, Nasonova O, Noilhan J, Schaake S, Shmakin A, Smirnova T, Verseghy D, Wetzel P, Xue Y, Yang Y, Zeng Q (2001) The representation of snow in land-surface schemes; results from PILPS 2(d). J Hydrometeorol 2:7–25

    Article  Google Scholar 

  • Soong S, Kim J (1996) Simulation of a heavy precipitation event in California. Clim Chang 32:55–77

    Article  Google Scholar 

  • Steiner A, Tonse S, Cohen R, Goldstein A, Harley R (2006) Influence of future climate and emissions on regional air quality in California. J Geophys Res 111:D18303. doi:10.1029/2005JD006935

    Article  Google Scholar 

  • Steltzer H, Landry CC, Painter TH, Anderson J, Ayres E (2009) Biological consequences of earlier snowmelt from desert dust deposition in alpine landscapes. Proc Natl Acad Sci. doi:10.1073/pnas.0900758106

  • Sun S, Xue Y (2001) Implementing a new snow scheme in Simplified Simple Biosphere Model (SSiB). Adv Atmos Sci 18:335–354

    Article  Google Scholar 

  • Sun S, Jin J, Xue Y (1999) A simplified layer snow model for global and regional studies. J Geophys Res 104:19,587–19,597

    Google Scholar 

  • VanCuren R, Cliff S, Perry K, Jimenez-Cruz M (2005) Asian continental aerosol persistence above the marine boundary layer over the eastern North Pacific: continuous aerosol measurements from Intercontinental Transport and Chemical Transformation 2002 (ITCT 2 K2). J Geophys Res 110:DD095S90. doi:10.1029/2004JD004973

    Article  Google Scholar 

  • Vicuna S, Leonardson R, Hanemann M, Dale L, Dracup J (2008) Climate change impact on high elevation hydropower generation in California’s Sierra Nevada: a case study in the upper American River. Clim Chang 87:S123–S137

    Article  Google Scholar 

  • Warren S, Wiscombe W (1980) A mode for the spectral albedo of snow. II. Snow containing atmospheric aerosols. J Atmos Sci 37:2734–2745

    Article  Google Scholar 

  • Wiscombe W, Warren S (1980) A mode for the spectral albedo of snow. I. Pure snow. J Atmos Sci 37:2712–2733

    Article  Google Scholar 

  • Xue Y, Sellers P, Kinter J III, Shukla J (1991) A simplified biosphere model for global climate studies. J Clim 4:345–364

    Article  Google Scholar 

  • Xue Y, Sun S, Kahan D, Jiao Y (2003) The impact of parameterizations in snow physics and interface processes on the simulation of snow cover and runoff at several cold region sites. J Geophys Res 108. doi:10.1029/2002JD003174

  • Yang Z, Dickinson R, Robock A, Vinnikov K (1997) Validation of snow submodel of the biosphere-atmosphere transfer scheme with Russian snow cover and meteorological observational data. J Clim 10:353–373

    Article  Google Scholar 

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Acknowledgements

The research described in this paper was performed as an activity of the Joint Institute for Regional Earth System Science and Engineering (JIFRESSE) via a Memorandum of Understanding between the UCLA and the JPL/CALTECH. This work was supported by the NASA Energy and Water Cycle Study (NEWS), NA07OAR4310226, the Ministry of Environment, Korea (Grant No. 1600-1637-301-210-13), and University of California Lab Fees Research Program (Award No. 09-LR-09-116849-SORS). Jet Propulsion Laboratory’s Supercomputing and Visualization Facility and the NASA Advanced Supercomputing (NAS) Division provided the data storage and computational resources for this study.

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Authors and Affiliations

  1. JPL/CALTECH, Pasadena, CA, USA

    D. Waliser, Y. Chao & A. Eldering

  2. UCLA, Los Angeles, CA, USA

    J. Kim, Y. Xue, R. Fovell, A. Hall, Q. Li, K. N. Liou, J. McWilliams, S. Kapnick, R. Vasic, F. De Sale & Y. Yu

  3. National Centers for Environmental Prediction, Silver Springs, MD, USA

    R. Vasic

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  1. D. Waliser
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Correspondence to J. Kim.

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Waliser, D., Kim, J., Xue, Y. et al. Simulating cold season snowpack: Impacts of snow albedo and multi-layer snow physics. Climatic Change 109 (Suppl 1), 95–117 (2011). https://doi.org/10.1007/s10584-011-0312-5

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