Albedo reduction for snow surfaces contaminated with soot aerosols: Comparison of experimental results and models

References

• Aoki, T., T. Aoki, M. Fukabori, A. Hachikubo, Y. Tachibana, and F. Nishio. 2000. Effects of snow physical parameters on spectral albedo and bidirectional reflectance of snow surface. J. Geophys. Res. 105 (D8):10219–36. doi:10.1029/1999JD901122.
   Web of Science ®Google Scholar
• Beres, N. D., M. Lapuerta, F. Cereceda-Balic, and H. Moosmüller. 2020. Snow surface albedo sensitivity to black carbon: radiative transfer modelling. Atmosphere 11 (10):1077. doi:10.3390/atmos11101077.
   Web of Science ®Google Scholar
• Bird, R. E., and C. Riordan. 1986. Simple solar spectral model for direct and diffuse irradiance on horizontal and tilted planes at the Earth's surface for cloudless atmospheres. J. Climate Appl. Meteor. 25 (1):87–97. > 2.0.CO;2. doi:10.1175/1520-0450(1986)025 < 0087:SSSMFD.
   Google Scholar
• Bohren, C, and D. Huffman. 1983. Absorption and scattering of light by small particles. Wiley Professional Paperback Edition. Wiley-Interscience, New York.
   Google Scholar
• Bond, T. C., and R. W. Bergstrom. 2006. Light absorption by carbonaceous particles: An investigative review. Aerosol Sci. Technol. 40 (1):27–67. doi:10/1080/02786820500421521.
   Web of Science ®Google Scholar
• Bond, T. C., S. J. Doherty, D. W. Fahey, P. M. Forster, T. Berntsen, B. J. DeAngelo, M. G. Flanner, S. Ghan, B. Kärcher, D. Koch, et al. 2013. Bounding the role of black carbon in the climate system: A scientific assesment. J. Geophys. Res. Atmos. 118 (11):5380–552. doi:10.1002/jgrd.50171.
   Web of Science ®Google Scholar
• Bruggeman, D. A. G. 1937. Berechnung verschiedener physikalischer Konstanten von heterogenen Substanzen. III. Die elastischen Konstanten der quasiisotropen Mischkörper aus isotropen Substanzen. Ann. Phys. 421 (2):160–78. doi:10.1002/andp.19374210205.
   Google Scholar
• Cereceda-Balic, F., T. Gorena, C. Soto, V. Vidal, M. Lapuerta, and H. Moosmüller. 2019. Optical determination of black carbon mass concentrations in snow samples: A new analytical method. Sci. Total Environ. 697:133934. doi:10.1016/j.scitotenv.2019.133934.
   PubMed Web of Science ®Google Scholar
• Cereceda-Balic, F., V. Vidal, H. Moosmüller, and M. Lapuerta. 2018. Reduction of snow albedo from vehicle emissions at Portillo, Chile. Cold Reg. Sci. Technol. 146:43–52. doi:10.1016/j.coldregions.2017.11.008.
   Web of Science ®Google Scholar
• Chang, H., and T. T. Charalampopoulos. 1990. Determination of the wavelength dependence of refractive indices of flame soot. Proc Roy Soc Lond. Ser A 430 (1880):577–91. doi:10.1098/rspa.1990.0107.
   Web of Science ®Google Scholar
• Dalzell, W. H., and A. F. Sarofim. 1969. Optical constants of soot and their application to heat-flux calculations. J. Heat Transf. 91 (1):100–4. doi:10.1115/1.3580063.
   Web of Science ®Google Scholar
• Dobbins, R. A., and C. M. Megaridis. 1991. Absorption and scattering of light by polydisperse aggregates. Appl. Opt. 30 (33):4747–54. doi:10.1364/AO.30.004747.
   PubMed Web of Science ®Google Scholar
• Dumont, M., O. Brissaud, G. Picard, B. Schmitt, J. C. Gallet, and Y. Arnaud. 2010. High-accuracy measurements of snow bidirectional reflectance distribution function at visible and NIR wavelengths – comparison with modelling results. Atmos. Chem. Phys. 10 (5):2507–20. doi:10.5194/acp-10-2507-2010.
   Web of Science ®Google Scholar
• Fierz, C. R. L. Armstrong, Y. Durand, P. Etchevers, E. Greene, D. M. McClung, K. Nishimura, P. K. Satyawali, and S. A. Sokratov. 2009. The international classification for seasonal snow on the ground. IHP-VII Technical Documents in Hydrology 83, IACS Contribution N°1, UNESCO-IHP, Paris.
   Google Scholar
• Flanner, M. G., J. B. Arnheim, J. M. Cook, C. Dang, C. He, X. Huang, D. Singh, S. M. Skiles, C. A. Whicker, and C. S. Zender. 2021. SNICAR-ADv3: a community tool for modeling spectral snow albedo. Geosci. Model Dev. 14 (12):7673–704. doi:10.5194/gmd-14-7673-2021.
   Web of Science ®Google Scholar
• Flanner, M. G., C. S. Zender, P. G. Hess, N. M. Mahowald, T. H. Painter, V. Ramanathan, and P. J. Rasch. 2009. Springtime warming and reduced snow cover from carbonaceous particles. Atmos. Chem. Phys. 9 (7):2481–97. doi:10.5194/acp-9-2481-2009.
   Web of Science ®Google Scholar
• Flanner, M. G., C. S. Zender, J. T. Randerson, and P. J. Rasch. 2007. Present-day climate forcing and response from black carbon in snow. J. Geophys. Res. 112 (D11):D11202. doi:10.1029/2006JD008003.
   Web of Science ®Google Scholar
• Garnett, J. C. M. 1904. Colours in metal glasses and in metallic films. Philos. Trans. Roy. Soc. London. Ser. A. 203:385–420.
   Google Scholar
• GCM-UCLM. 2022. Grupo de Combustibles y Motores, University of Castilla-La Mancha. https://blog.uclm.es/areammt/rad-soot/.
   Google Scholar
• Ginot, P., M. Dumont, S. Lim, N. Patris, J. D. Taupin, P. Wagnon, A. Gilbert, Y. Arnaud, A. Marinoni, P. Bonasoni, et al. 2014. A 10 year record of black carbon and dust from a Mera Peak ice core (Nepal): Variability and potential impact on melting of Himalayan glaciers. Cryosphere 8 (4):1479–96. doi:10.5194/tc-8-1479-2014.
   Web of Science ®Google Scholar
• Gmachowski, L. 2002. Calculation of the fractal dimension of aggregates. Colloid Surf. 211 (2–3):197–203. doi:10.1016/S0927-7757(02)00278-9.
   Web of Science ®Google Scholar
• González-Correa, S., D. Gómez-Doménech, R. Ballesteros, M. Lapuerta, D. Pacheco-Ferrada, R. P. Flores, L. Castro, X. Fadic-Ruiz, and F. Cereceda-Balic. 2022. Impact of vehicle soot agglomerates on snow albedo. Atmosphere 13 (5):801. doi:10.3390/atmos13050801.
   Web of Science ®Google Scholar
• Habib, Z. G., and P. Vervisch. 1988. On the refractive index of soot at flame temperature. Combust. Sci. Technol. 59 (4-6):261–74. doi:10.1080/00102208808947100.
   Web of Science ®Google Scholar
• Hadley, O. L., and T. W. Kirchstetter. 2012. Black-carbon reduction of snow albedo. Nature Clim. Change 2 (6):437–40. doi:10.1038/nclimate1433.
   Web of Science ®Google Scholar
• Irvine, W. M., and J. B. Pollack. 1968. Infrared optical properties of water and ice spheres. Icarus 8 (1–3):324–60. doi:10.1016/0019-1035(68)90083-3.
   Web of Science ®Google Scholar
• Jacobi, H. W., S. Lim, M. Ménégoz, P. Ginot, P. Laj, P. Bonasoni, P. Stocchi, A. Marinoni, and Y. Arnaud. 2015. Black carbon in snow in the upper Himalayan Khumbu Valley, Nepal: Observations and modeling of the impact on snow albedo, melting, and radiative forcing. Cryosphere 9 (4):1685–99. doi:10.5194/tc-9-1685-2015.
   Web of Science ®Google Scholar
• Joseph, W. J., J. H. Wiscombe, and J. A. Weinman. 1976. The delta-Eddington approximation for radiative flux transfer. J. Atmos. Sci. 33 (12):2452–9. > 2.0.CO;2. doi:10.1175/1520-0469(1976)033 < 2452:TDEAFR.
   Web of Science ®Google Scholar
• Klein, A. G., and J. Stroeve. 2002. Development and validation of a snow albedo algorithm for the MODIS instrument. Ann. Glaciol. 34:45–52. doi:10.3189/172756402781817662.
   Web of Science ®Google Scholar
• Köylü, U. O., and G. M. Faeth. 1994. Optical prorperties of overfire soot in buoyant turbulent diffusion flames at long residence times. J. Heat Transfer 116 (1):152–9. doi:10.1115/1.2910849.
   Web of Science ®Google Scholar
• Kwiecinska, B., D. G. Murchison, and E. Scott. 1977. Optical properties of graphite. J. Appl. Phys. 109 (3):289–302. doi:10.1111/j.1365-2818.1977.tb01142.x.
   Web of Science ®Google Scholar
• Lakhtakia, C. S., and A. Vikram. 1993. Variations of the effective refractive index of a particulate composite. Opt. Eng. 32 (8):1996–8. doi:10.1117/12.146436.
   Web of Science ®Google Scholar
• Lapuerta, M., R. Ballesteros, and F. J. Martos. 2006. A method to determine the fractal dimension of diesel soot agglomerates. J. Colloid Interface Sci. 303 (1):149–58. doi:10.1016/j.jcis.2006.07.066.
   PubMed Web of Science ®Google Scholar
• Lapuerta, M., R. Ballesteros, and F. Martos. 2009. The effect of diesel engine conditions on the size and morphology of soot particles. IJVD. 50 (1/2/3/4):91–106. doi:10.1504/IJVD.2009.024972.
   Web of Science ®Google Scholar
• Lapuerta, M., S. González-Correa, F. Cereceda-Balic, and H. Moosmüller. 2021. Comparison of equations used to estimate soot agglomerate absorption efficiency with the Rayleigh-Debye-Gans approximation. J. Quant. Spectrosc. Radiat. Transf. 262 (107522):107522. doi:10.1016/j.jqsrt.2021.107522.
   Web of Science ®Google Scholar
• Lee, W. S., R. L. Bhawar, M. K. Kim, and J. Sang. 2013. Study of aerosol effect on accelerated snow melting over the Tibetan Plateau during boreal spring. Atmos. Environ. 75:113–22. doi:10.1016/j.atmosenv.2013.04.004.
   Web of Science ®Google Scholar
• Lee, C., and S. Tien. 1981. Optical constants of soot in hydrocarbon flames. Eighteenth Sympos. Int. Combust. 18 (1):1159–66. doi:10.1016/S0082-0784(81)80120-8.
   Google Scholar
• Liu, D., C. He, J. P. Schwartz, and X. Wang. 2020. Lifecycle of light-absorbing carbonaceous aerosols in the atmosphere. Climate Atmos. Sci. 40:1–18. doi:10.1038/s41612-020-00145-8.
   Web of Science ®Google Scholar
• Lorentz, H. A. 1937. Versuch einer Theorie der electrischen und optischen Erscheinungen in bewegten Körpern. 1–138. Collected Papers: Volume V, Dordrecht: Springer Netherlands.
   Google Scholar
• Lumme, K., and J. Rahola. 1994. Light scattering by porous dust particles in the discrete-dipole approximation. ApJ. 425:653–67. doi:10.1086/174012.
   Web of Science ®Google Scholar
• Macke, A., J. Mueller, and E. Raschke. 1996. Single scattering properties of atmospheric ice crystals. J. Atmos. Sci. 53 (19):2813–25. doi:10.1175/1520-0469(1996)053 < 2813:SSPOAI>2.0.CO;2.
   Web of Science ®Google Scholar
• Mackowski, D. W. 1995. Electrostatics analysis of radiative absorption by sphere clusters in the Rayleigh limit: application to soot particles. Appl. Opt. 34 (18):3535–45. Doi: 10.1029/95GL00798.
   PubMed Web of Science ®Google Scholar
• Manninen, T., K. Anttila, E. Jääskeläinen, A. Riihelä, J. Peltoniemi, P. Räisänen, P. Lahtinen, N. Siljamo, L. Thölix, O. Meinander, et al. 2021. Effect of small-scale snow surface roughness on snow albedo and reflectance. The Cryosphere 15 (2):793–820. doi:10.5194/tc-15-793-2021.
   Web of Science ®Google Scholar
• Marks, D., J. Dozier, and R. E. Davis. 1992. Climate and energy exchange at the snow surface in the Alpine Region of the Sierra Nevada: 1. Meteorological measurements and monitoring. Water Resour. Res. 28 (11):3029–42. doi:10.1029/92WR01482.
   Web of Science ®Google Scholar
• Mishchenko, M. I., A. A. Lacis, B. E. Carlson, and L. D. Travis. 1995. Nonsphericity of dust‐like tropospheric aerosols: Implications for aerosol remote sensing and climate modeling. Geophys. Res. Lett. 22 (9):1077–80. doi:10.1029/95GL00798.
   Web of Science ®Google Scholar
• Moosmüller, H., R. K. Chakrabarty, and W. P. Arnott. 2009. Aerosol light absorption and its measurement: A review. J. Quant. Spectrosc. Radiat. Transf. 110 (11):844–78. doi:10.1016/j.jqsrt.2009.02.035.
   Web of Science ®Google Scholar
• Moosmüller, H., and C. M. Sorensen. 2018. Small and large particle limits of single scattering albedo for homogeneous, spherical particles. J. Quant. Spectrosc. Radiat. Transf. 204:250–5. doi:10.1016/j.jqsrt.2017.09.029.
   Web of Science ®Google Scholar
• Mountain, R. D., and G. W. Mulholland. 1988. Light scattering from simulated smoke agglomerates. Langmuir 4 (6):1321–6. doi:10.1021/la00084a021.
   Web of Science ®Google Scholar
• Naumann, K. H. 2003. COSIMA—a computer program simulating the dynamics. J. Aerosol Sci. 34 (10):1371–97. doi:10.1016/S0021-8502(03)00367-7.
   Web of Science ®Google Scholar
• Painter, T. H., and J. Dozier. 2004. Measurements of the hemispherical-directional reflectance of snow at fine spectral and angular resolution. J. Geophys. Res. 109 (D18):1–21. doi:10.1029/2003JD004458.
   Web of Science ®Google Scholar
• Painter, T. H., K. Rittger, C. McKenzie, P. Slaughter, R. E. Davis, and J. Dozier. 2009. Retrieval of subpixel snow covered area, grain size, and albedo from MODIS. Remote Sens. Environ. 113 (4):868–79. doi:10.1016/j.rse.2009.01.001.
   Web of Science ®Google Scholar
• Patterson, E. M., D. A. Gillette, and B. H. Stockton. 1977. Complex index of refraction between 300 and 700 nm for Saharan aerosols. J. Geophys. Res. 82 (21):3153–60. doi:10.1029/JC082i021p03153.
   Web of Science ®Google Scholar
• Peltoniemi, J. I., M. Gritsevich, T. Hakala, P. Dagsson-Waldhauserová, K. Anttila, H. R. Hannula, N. Kivekäs, H. Lihavainen, O. Meinander, J. Svensson, et al. 2015. Soot on snow experiment: bidirectional reflectance factor measurements of contaminated snow. Cryosphere 9 (6):2323–37. doi:10.5194/tc-9-2323-2015.
   Web of Science ®Google Scholar
• Peltoniemi, J. I., S. Kaasalainen, J. Näränen, L. Matikainen, and J. Piironen. 2005. Measurement of directional and spectral signatures of light reflectance by snow. IEEE Trans. Geosci. Remote Sens. 43 (10):2294–304. doi:10.1109/TGRS.2005.855131.
   Web of Science ®Google Scholar
• Picard, G., Q. Libois, and L. Arnaud. 2016. Refinement of the ice absorption spectrum in the visible using radiance profile measurements in Antarctic snow. The Cryosphere 10 (6):2655–72. doi:10.5194/tc-10-2655-2016.
   Web of Science ®Google Scholar
• Polyanskiy, M. 2021. Refractive Index. INFO, 2008–2020. Accessed December 7, 2021. https://refractiveindex.info/?shelf=main&book=C&page=Djurisic-o
   Google Scholar
• Pomeroy, J. W, and D. M. Gray. 1995. Snowcover accumulation, relocation, and management. National Hydrology Research Institute Science Report, 7:1–144. Available from National Hydrology Research Institute, Saskatoon, Canada.
   Google Scholar
• Popovicheva, O., D. Baumgardner, R. Subramanian, G. Kok, R. Cary, E. Vlasenko, T. Khokhlova, N. Shonija, and E. Kireeva. 2011. Tailored graphitized soot as reference material for EC/OC measurement validation. Atmos. Meas. Tech. 4 (5):923–32. doi:10.5194/amt-4-923-2011.
   Web of Science ®Google Scholar
• Prăvălie, R. 2016. Drylands extent and environmental issues. A global approach. Earth. Sci. Rev. 161:259–78. doi:10.1016/j.earscirev.2016.08.003.
   Web of Science ®Google Scholar
• Russo, C., B. Apicella, J. S. Lighty, A. Ciajolo, and A. Tregrossi. 2017. Optical properties of organic carbon and soot produced in an inverse diffusion flame. Carbon 124:372–9. doi:10.1016/j.carbon.2017.08.073.
   Web of Science ®Google Scholar
• Schaepman-Strub, G., M. E. Schaepman, T. H. Painter, S. Dangel, and J. V. Martonchik. 2006. Reflectance quantities in optical remote sensing—definitions and case studies. Remote Sens. Environ. 103 (1):27–42. doi:10.1016/j.rse.2006.03.002.
   Web of Science ®Google Scholar
• Schneider, C. A., W. S. Rasband, and K. W. Eliceiri. 2012. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods. 9 (7):671–5. doi:10.1038/nmeth.2089.
   PubMed Web of Science ®Google Scholar
• Shivola, A. 2000. Mixing rules with complex dielectric coefficients. Subsurf. Sens. Technol. Appl. 1 (4):393–415. doi:10.1023/A:1026511515005.
   Google Scholar
• Skiles, S. M., T. H. Painter, and G. S. Okin. 2017. A method to retrieve the spectral complex refractive index and single scattering optical properties of dust deposited in mountain snow. J. Glaciol. 63 (237):133–47. doi:10.1017/jog.2016.126.
   Web of Science ®Google Scholar
• Smith, A. J. A., and R. G. Grainger. 2014. Simplifying the calculation of light scattering properties for black carbon fractal aggregates. Atmos. Chem. Phys. 14 (15):7825–36. doi:10.5194/acp-14-7825-2014.
   Web of Science ®Google Scholar
• SnowTARTES. 2021. Accessed 7 March 2022. https://snowtartes.pythonanywhere.com/.
   Google Scholar
• Sorensen, C. M., J. Yon, F. Liu, J. Maughan, W. R. Heinson, and M. J. Berg. 2018. Light scattering and absorption by fractal aggregates including soot. J. Quant. Spectrosc. Radiat. Transf. 217:459–73. doi:10.1016/j.jqsrt.2018.05.016.
   Web of Science ®Google Scholar
• Stagg, B. J., and T. T. Charalampopoulos. 1993. Refractive indices of pyrolytic graphite, amorphous carbon, and flame soot in the temperature range 25° to 600°C. Combust. Flame 94 (4):381–96. doi:10.1016/0010-2180(93)90121-I.
   Web of Science ®Google Scholar
• Tanikawa, T., K. Kuchiki, T. Aoki, H. Ishimoto, A. Hachikubo, M. Niwano, M. Hosaka, S. Matoba, Y. Kodama, Y. Iwata, et al. 2020. Effects of snow grain shape and mixing state of snow impurity on retrieval of snow physical parameters from ground‐based optical instrument. J. Geophys. Res.: Atmos. 125:e2019. JD031858. doi:10.1029/2019JD031858.
   Web of Science ®Google Scholar
• Toon, O. B., C. P. McKay, T. P. Ackerman, and K. Santhanam. 1989. Rapid calculation of radiative heating rates and photodissociation rates in inhomogeneous multiple scattering atmospheres. J. Geophys. Res. 94 (D13):16287–301. doi:10.1029/JD094iD13p16287.
   Web of Science ®Google Scholar
• Wang, Z., C. B. Schaaf, M. J. Chopping, A. H. Strahler, J. Wang, M. O. Román, A. V. Rocha, C. E. Woodcock, and Y. Shuai. 2012. Evaluation of Moderate-resolution Imaging Spectroradiometer (MODIS) snow albedo product (MCD43A) over tundra. Remote Sens. Environ. 117:264–80. doi:10.1016/j.rse.2011.10.002.
   Web of Science ®Google Scholar
• Warren, S. G. 2019. Optical properties of ice and snow. Philos. Trans. R. Soc. Lond., A. 377 (2146):1–17. doi:10.1098/rsta.2018.0161.
   Web of Science ®Google Scholar
• Warren, S. G., and R. E. Brandt. 2008. Optical constants of ice from the ultraviolet to the microwave: A revised compilation. J. Geophys. Res. 113 (D14):1–10. doi:10.1029/2007JD009744.
   Web of Science ®Google Scholar
• Weingartner, E., H. Burtscher, and U. Baltensperger. 1997. Hygroscopic properties of carbon and diesel soot particles. Atmos. Environ. 34 (15):2311–27. doi:10.1016/S1352-2310(97)00023-X.
   Web of Science ®Google Scholar
• Wiscombe, W. J., and J. H. Joseph. 1977. The range of validity of the Eddington approximation. Icarus 32 (3):362–77. doi:10.1016/0019-1035(77)90008-2.
   Web of Science ®Google Scholar
• Wiscombe, W. J., and S. G. Warren. 1980. A model for the spectral albedo of snow. I: pure snow. J. Atmos. Sci. 37 (12):2712–33. doi:10.1175/1520-0469(1980)037 < 2712:AMFTSA>2.0.CO;2.
   Web of Science ®Google Scholar
• Yang, P., and Q. Fu. 2009. Dependence of ice crystal optical properties on particle aspect ratio. J. Quant. Spectrosc. Radiat. Transf. 110 (14–16):1604–14. doi:10.1016/j.jqsrt.2009.03.004.
   Web of Science ®Google Scholar
• Yon, J., A. Bescond, and F. Liu. 2015. On the radiative properties of soot aggregates part 1: Necking and overlapping. J. Quant. Spectrosc. Radiat. Transf. 162:197–206. doi:10.1016/j.jqsrt.2015.03.027.
   Web of Science ®Google Scholar