Detection and measurement of snowfall from space

Remote Sensing

Volumn 3, Issue 1, 2011, Pages 145-166

  Levizzani, Vincenzo ^a   Laviola, Sante ^a   Cattani, Elsa ^a  

^a INSTITUTE OF ATMOSPHERIC SCIENCES AND CLIMATE   (Italy)

Author keywords

Passive microwave; Radar; Satellite; Snow; Water cycle

Indexed keywords

ACTIVE SENSOR; DETECTION TECHNOLOGY; GROUND MEASUREMENTS; HYDROMETEOROLOGY; OPERATIONAL RETRIEVAL ALGORITHMS; PASSIVE MICROWAVES; PRECIPITATION ESTIMATION; SNOW DRIFTS; SNOWFALL INTENSITY; VERTICAL DISTRIBUTIONS; WATER CYCLE;

ERROR DETECTION; REMOTE SENSING;

SNOW;

EID: 80051890303     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs3010145     Document Type: Review

References (85)

1. Worley, S.J.; Woodruf, S.D.; Reynolds, R.W.; Lubker, S.J.; Lott, N. ICOADS Release 2.1 data and products. Int. J. Climatol. 2005, 25, 823-842.
2. Doesken, N.J.; Judson, A. The Snow Booklet: A Guide to the Science, Climatology and Measurements of Snow in the United States, 2nd ed.; Colorado State University: Fort Collins, CO, USA, 1996; p. 85.
3. ESA. EGPM-European Contribution to Global Precipitation Measurement; ESA SP-1279(5); ESA: Noordwijk, The Netherlands, 2004; p. 60.
4. Kidd, C.; Levizzani, V.; Bauer, P. A review of satellite meteorology and climatology at the start of the twenty-first century. Progr. Phys. Geog. 2009, 33, 474-489.
5. Kidd, C.; Levizzani, V.; Turk, F.J.; Ferraro, R.R. Satellite precipitation measurements for water resource monitoring. J. Amer. Water Resour. Assoc. 2009, 45, 567-579.
6. Levizzani, V.; Bauer, P.; Turk, F.J. Measuring Precipitation from Space: EURAINSAT and the Future; Springer: Dordrecht, The Netherlands, 2007; p. 722.
7. Michaelides, S.; Levizzani, V.; Anagnostou, E.N.; Bauer, P.; Kasparis, T.; Lane, J.E. Precipitation: Measurement, remote sensing, climatology and modeling. Atmos. Res. 2009, 94, 512-533.
8. Justo, J.E.; Weickmann, K.K. Types of snowfall. Bull. Amer. Meteor. Soc. 1973, 54, 1148-1162.
9. Magono, C.; Lee, C.W. Meteorological classification of natural ice crystals. J. Faculty Sci. Hokkaido Univ. Ser. VII 1966, 2, 321-335.
10. Liu, G.; Curry, J.A. An investigation of the relationship between emission and scattering signals in SSM/I data. J. Atmos. Sci. 1998, 55, 1628-1643.
11. Hobbs, P.V.; Chang, S.; Locatelli, J.D. The dimensions and aggregation of ice crystals in natural clouds. J. Geophys. Res. 1974, 79, 2199-2206.
12. Gunn, K.L.S.; Marshall, J.S. The distribution with size of aggregate snowflakes. J. Meteorol. 1958, 15, 452-461.
13. Auer, A.H.; Veal, D.L.; Marwitz, J.D. Observations of ice crystal and ice nuclei concentrations in stable cap clouds. J. Atmos. Sci. 1969, 26, 1342-1343.
14. Mossop, S.C. Concentrations of ice crystals in clouds. Bull. Amer. Meteor. Soc. 1970, 51, 474-479.
15. Mätzler, C.; Rosenkranz, P.W.; Cermak, J. Microwave absorption of supercooled clouds and implications for the dielectric properties of water. J. Geophys. Res. 2010, 115, D23208, doi:23210.21029/22010JD014283.
16. Kneifel, S.; Löhnert, U.; Battaglia, A.; Crewell, S.; Siebler, D. Snow scattering signals in ground-based passive microwave radiometer measurements. J. Geophys. Res. 2010, 115, D16214, doi:16210.11029/12010JD013856.
17. Field, P.R.; Wood, R.; Brown, P.R.A.; Kaye, P.H.; Hirst, E.; Greenaway, R.; Smith, J.A. Ice particle interarrival times measured with a fast FSSP. J. Atmos. Oceanic Technol. 2003, 20, 249-261.
18. Field, P.R.; Heymsfield, A.J.; Bansemer, A. Shattering and particle interarrival times measured by optical array probes in ice clouds. J. Atmos. Oceanic Technol. 2006, 23, 1357-1371.
19. Heymsfield, A.J.; Field, P.; Bansemer, A. Exponential size distributions for snow. J. Atmos. Sci. 2008, 65, 4017-4031.
20. Korolev, A.V.; Isaac, G.A.; Mazin, I.P.; Barker, H.W. Microphysical properties of continental clouds from in situ measurements. Quart. J. Roy. Meteor. Soc. 2001, 127, 2117-2151.
21. Gultepe, I.; Isaac, G.A.; Cober, S.G. Ice crystals number concentration versus temperature for climate studies. Int. J. Climatol. 2001, 21, 1281-1302.
22. Korolev, A.V.; Isaac, G.A.; Cober, S.G.; Strapp, J.W.; Hallett, J. Microphysical characterization of mixed-phase clouds. Quart. J. Roy. Meteor. Soc. 2003, 129, 39-65.
23. Wilheit, T.T.; Chang, A.T.C.; King, J.L.; Rodgers, E.B.; Nieman, R.A.; Krupp, B.M.; Milman, A.S.; Stratigos, J.S.; Siddalingaiah, H. Microwave radiometric observations near 19.35, 92 and 183 GHz of precipitation in Tropical Storm Cora. J. Appl. Meteor. 1982, 21, 1137-1145.
24. Bennartz, R.; Petty, G.W. The sensitivity of microwave remote sensing observations of precipitation to ice particle size distributions. J. Appl. Meteor. 2001, 40, 345-364.
25. Evans, K.F.; Stephens, G.L. Microwave radiative transfer through clouds composed of realistically shaped ice crystals. Part I: Single scattering properties. J. Atmos. Sci. 1995, 52, 2041-2057.
26. Evans, K.F.; Stephens, G.L. Microwave radiative transfer through clouds composed of realistically shaped ice crystals. Part II: Remote sensing of ice clouds. J. Atmos. Sci. 1995, 52, 2058-2072.
27. Liu, G. Approximation of single scattering properties of ice and snow particles for high microwave frequencies. J. Atmos. Sci. 2004, 61, 2441-2456.
28. Doherty, A.M.; Sreerekha, T.R.; O'Keeffe, U.M.; English, S.J. Ice hydrometeor microphysical assumptions in radiative transfer models at AMSU-B frequencies. Quart. J. Roy. Meteor. Soc. 2007, 133, 1205-1212.
29. Bennartz, R.; Bauer, P. Sensitivity of microwave radiances at 85-183 GHz to precipitating ice particles. Radio Sci. 2003, 38, 8075, doi:8010.1029/2002RS002626.
30. Hong, G.; Heygster, G.; Miao, J.; Kunzi, K. Sensitivity of microwave brightness temperatures to hydrometeors in a tropical deep convective cloud system at 89-190 GHz. Radio Sci. 2005, 40, RS4003, doi:4010.1029/2004RS003129.
31. Weng, F.; Grody, N.C. Retrieval of ice cloud parameters using a microwave imaging radiometer. J. Atmos. Sci. 2000, 57, 1069-1081.
32. Saunders, R.W.; Hewison, T.J.; Stringer, S.J.; Atkinson, N.C. The radiometric characterization of AMSU-B. IEEE Trans. Microw. Theory Tech. 1995, 43, 760-771.
33. Kakar, R.K. Retrieval of clear sky moisture profiles using the 183 GHz water vapor line. J. Clim. Appl. Meteorol. 1983, 22, 1282-1289.
34. Wilheit, T.T. An algorithm for retrieving water vapor profiles in clear and cloudy atmospheres from 183 GHz radiometric measurements: Simulation studies. J. Appl. Meteor. 1990, 29, 508-515.
35. Muller, B.M.; Fuelberg, H.E.; Xiang, X. Simulations of the effects of water vapor, cloud liquid water, and ice on AMSU moisture channel brightness temperatures. J. Appl. Meteor. 1994, 33, 1133-1154.
36. Greenwald, T.J.; Christopher, S.A. Effect of cold clouds on satellite measurements near 183 GHz. J. Geophys. Res. 2002, 107, D134170, doi:134110.131029/132000JD000258.
37. Karbou, F.; Aires, F.; Prigent, C.; Eymard, L. Potential of Advanced Microwave Sounding Unit-A (AMSU-A) and AMSU-B measurements for atmospheric temperature and humidity profiling over land. IEEE Trans. Geosci. Remote Sens. 2005, 110, D07109, doi:07110.01029/02004JD005318.
38. Bauer, P.; Grody, N.C. The potential of combining SSM/I and SSM/T2 measurements to improve the identification of snowcover and precipitation. IEEE Geosci. Remote Sens. Lett. 1995, 33, 252-261.
39. Wang, J.R.; Racette, P.E.; Triesky, M.E. Retrieval of precipitable water vapor by the millimeter-wave imaging radiometer in the Arctic region during FIRE-ACE. IEEE Geosci. Remote Sens. Lett. 2001, 39, 595-605.
40. Weng, F.; Yan, B.; Grody, N.C. A microwave land emissivity model. J. Geophys. Res. 2001, 106, 20115-20123.
41. Prigent, C.; Chevallier, F.; Karbou, F.; Bauer, P.; Kelly, G. AMSU-A land surface emissivity estimation for numerical weather prediction assimilation schemes. J. Appl. Meteor. 2005, 44, 416-426.
42. Liu, G.; Curry, J.A. Precipitation characteristics in Greenland-Iceland-Norwegian Seas determined by using satellite microwave data. J. Geophys. Res. 1997, 102, 13987-13997.
43. Katsumata, M.; Uyeda, H.; Iwanami, K.; Liu, G. The response of 36- and 89-GHz microwave channels to convective snow clouds over ocean: Observation and modeling. J. Appl. Meteor. 2000, 39, 2322-2335.
44. Bennartz, R.; Thoss, A.; Dybbroe, A.; Michelson, D. Precipitation analysis using the Advanced Microwave Sounding Unit in support of nowcasting applications. Meteor. Appl. 2002, 9, 177-189.
45. Ferraro, R.R.; Weng, F.; Grody, N.C.; Zhao, L. Precipitation characteristics over land from the NOAA-15 AMSU sensor. Geophys. Res. Lett. 2000, 27, 2669-2672.
46. Ferraro, R.R.; McCollum, J.R. Rainfall over Land from the AMSR-E. In Proceedings of 2003 IEEE International Geoscience and Remote Sensing Symposium, Toulouse, France, July 21-25, 2003; pp. 669-671.
47. Weng, F.; Zhao, L.; Ferraro, R.R.; Poe, G.; Li, X.; Grody, N.C. Advanced microwave sounding unit cloud and precipitation algorithms. Radio Sci. 2003, 38, 8068, doi:10.1029/2002RS002679.
48. Grody, N.; Weng, F.; Ferraro, R. Application of AMSU for obtaining hydrological parameters. In Microwave Radiometry Remote Sensing of the Earth's Surface and Atmosphere; Pampaloni, P., Paloscia, S., Eds.; VSP BV: Zeist, The Netherlands, 2000; pp. 339-352.
49. Ferraro, R.R.; Weng, F.; Grody, N.C.; Zhao, L.; Meng, H.; Kongoli, C.; Pellegrino, P.; Qiu, S.; Dean, C. NOAA operational hydrological products derived from the Advanced Microwave Sounding Unit. IEEE Trans. Geosci. Remote Sens. 2005, 43, 1036-1049.
50. Kongoli, C.; Pellegrino, P.; Ferraro, R.R.; Grody, N.C.; Meng, H. A new snowfall detection algorithm over land using measurements from the Advanced Microwave Sounding Unit (AMSU). Geophys. Res. Lett. 2003, 30,doi:10.1029/2003GL017177.
51. Meng, H.; Ferraro, R.R.; Yan, B. Snowfall rate retrieval using AMSU/MHS passive microwave data. In Proceedings of Joint 2007 EUMETSAT Meteorological Satellite Conference and the 15th Satellite Meteorology & Oceanography Conference of the American Meteorological Society, Amsterdam, The Netherlands, September 24-28, 2007; Available online: http://www.eumetsat.int/Home/Main/Publications/Conference_and_Workshop_Proceedings/groups/cps/documents/document/pdf_conf_p50_s10_13_meng_p.pdf (accessed on 10 January 2011).
52. Skofronick-Jackson, G.M.; Weinman, J.A.; Chang, D.-E. Observation of snowfall over land by microwave radiometry from space. In Proceedings of 2002 IEEE International Geoscience and Remote Sensing Symposium, Toronto, ON, Canada, June 24-28, 2002; pp. 1866-1868.
53. Skofronick-Jackson, G.M.; Kim, M.-J.; Weinman, J.A.; Chang, D.-E. A physical model to determine snowfall over land by microwave radiometry. IEEE Trans. Geosci. Remote Sens. 2004, 42, 1047-1058.
54. Kim, M.-J.; Weinman, J.A.; Olson, W.S.; Chang, D.-E.; Skofronick-Jackson, G.; Wang, J.R. A physical model to estimate snowfall over land using AMSU-B observations. J. Geophys. Res. 2008, 113, D09201, doi:09210.01029/02007JD008589.
55. D'Aurizio, S. Sviluppo di un algoritmo per la stima delal precipitazione nevosa nelle microonde ad alta frequenza da satellite. M.Sc. Thesis, Department of Physics, University of Bologna, Bologna, Italy, 2010; p. 71.
56. Laviola, S.; Levizzani, V. Rain retrieval using the 183 GHz absorption lines. In Proceedings of 2008 Microwave Radiometry and Remote Sensing of the Environment, Firenze, Italy, March 11-14, 2008; doi:10.1109/MICRAD.2008.4579505.
57. Laviola, S.; Levizzani, V. Observing precipitation by means of water vapor absorption lines: A first check of the retrieval capabilities of the 183-WSL rain retrieval method. Italian J. Remote Sens. 2009, 41, 39-49.
58. Laviola, S.; Levizzani, V. The 183-WSL fast rain rate retrieval algorithm. Part I: Retrieval design. Atmos. Res. 2011, doi:10.1016/j.atmosres.2010.1011.1013.
59. Noh, Y.-J.; Liu, G.; Jones, A.S.; Haar, T.H.V. Toward snowfall retrieval over land by combining satellite and in situ measurements. J. Geophys. Res. 2009, 114, D24205, doi:24210.21029/22009JD012307.
60. Stephens, G.L.; Vane, D.G.; Boain, R.J.; Mace, G.G.; Sassen, K.; Wang, Z.; Illingworth, A.J.; O'Connor, E.J.; Rossow, W.B.; Durden, S.L.; Miller, S.D.; Austin, R.T.; Benedetti, A.; Mitrescu, C.; The CloudSat Science Team The CloudSat mission and the A-Train: A new dimension of space-based observations of clouds and precipitation. Bull. Amer. Meteor. Soc. 2002, 83, 1771-1790.
61. Liu, G. Deriving snow cloud characteristics from CloudSat observations. J. Geophys. Res. 2008, 113, D00A09, doi:10.1029/2007JD009766.
62. Matrosov, S.Y. Modeling backscatter properties of snowfall at millimeter wavelengths. J. Atmos. Sci. 2007, 64, 1727-1736.
63. Austin, R.T.; Heymsfield, A.J.; Stephens, G.L. Retrieval of ice cloud microphysical parameters using the CloudSat millimeter-wave radar and temperature. J. Geophys. Res. 2009, 114, D00A23, doi:10.1029/2008JD010049.
64. Austin, R.T.; Stephens, G.L. Retrieval of stratus cloud microphysical parameters using millimeter-wave radar and visible optical depth in preparation for CloudSat. 1. Algorithm formulation. J. Geophys. Res. 2001, 106, 28233-28242.
65. Benedetti, A.; Stephens, G.L.; Haynes, J.M. Ice cloud microphysics retrievals from millimeter radar and visible optical depth using an estimation theory approach. J. Geophys. Res. 2003, 108, D11, 4335, doi:4310.1029/2002JD002693.
66. Johnson, B.T.; Skofronick-Jackson, G.M.; Petty, G.W. Combined passive and active microwave retrieval of falling snow during the 2003 Wakasa Bay field experiment. In Proceedings of 2008 Microwave Radiometry and Remote Sensing of the Environment, Firenze, Italy, March 11-14, 2008; doi:10.1109/MICRAD.2008.4579498.
67. Grecu, M.; Olson, W.S. Precipitating snow retrievals from combined airborne cloud radar and millimeter-wave radiometer observations. J. Appl. Meteor. Climatol. 2008, 47, 1634-1650.
68. Draine, B.T.; Flatau, P.J. Discrete-dipole approximation for scattering calculations. J. Opt. Soc. Am. A 1994, 11, 1491-1499.
69. Xu, Y.-L.; Gustafson, B.A.S. A generalized multiparticle Mie-solution: Further experimental verification. J. Quant. Spectrosc. Radiat. Transf. 2001, 70, 395-419.
70. Battaglia, A.; Ajewole, M.O.; Simmer, C. Evaluation of radar multiple scattering effects in Cloudsat configuration. Atmos. Chem. Phys. 2007, 7, 1719-1730.
71. Matrosov, S.Y.; Battaglia, A. Influence of multiple scattering on CloudSat measurements in snow: A model study. Geophys. Res. Lett. 2009, 36, L12806, doi:12810.11029/12009GL038704.
72. Kulie, M.S.; Bennartz, R. Utilizing spaceborne radars to retrieve dry snowfall. J. Appl. Meteor. Climatol. 2009, 48, 2564-2580.
73. Hudak, D.; Rodriguez, P.; Donaldson, N. Validation of the CloudSat precipitation occurrence algorithm using the Canadian C band radar network. J. Geophys. Res. 2008, 113, D00A07, doi:10.1029/2008JD009992.
74. Turk, F.J.; Park, K.; Haddad, Z.; Rodriguez, P.; Hudak, D. Analysis of CloudSat-Based Snowfall Profiles Using C-band Ground Radar. In Proceedings of 5th International Precipitation Working Group Workshop, Hamburg, Germany, October 11-15, 2010.
75. Wang, N.-Y.; Ferraro, R.; Gopalan, K. Improvement of Cold Season Precipitation Retrievals through the Use of Field Campaign Data and High Frequency Microwave Radiative Transfer Model. In Proceedings of 4th International precipitation Working Group Workshop, Beijing, China, October 13-17, 2008; pp. 348-353.
76. Wang, N.-Y.; Gopolan, K.; Ferraro, R. Developing winter precipitation algorithm over land from satellite microwave and C3VP field campaign observations. In Proceedings of 5th International Precipitation Working Group Workshop, Hamburg, Germany, October 11-15, 2010.
77. Todini, G.; Rizzi, R.; Todini, E. Detecting precipitating clouds over snow and ice using a multiple sensors approach. J. Appl. Meteor. Climatol. 2009, 48, 1858-1867.
78. King, M.D.; Kaufman, Y.J.; Menzel, W.P.; Tanré, D. Remote sensing of cloud, aerosol, and water vapor properties from the Moderate Resolution Imaging Spectrometer (MODIS). IEEE Trans. Geosci. Remote Sens. 1992, 30, 2-27.
79. Staelin, D.H.; Chen, F.W. Precipitation observations near 54 and 183 GHz using the NOAA-15 satellite. IEEE Trans. Geosci. Remote Sens. 2000, 38, 2322-2332.
80. Staelin, D.H.; Surussavadee, C. Precipitation retrieval accuracies for geo-microwave sounders. IEEE Trans. Geosci. Remote Sens. 2007, 45, 3150-3159.
81. Surussavadee, C.; Staelin, D.H. Comparison of AMSU millimeter-wave satellite observations, MM5/TBSCAT predicted radiances, and electromagnetic models for hydrometeors. IEEE Trans. Geosci. Remote Sens. 2006, 44, 2667-2678.
82. Surussavadee, C.; Staelin, D.H. Millimeter-wave precipitation retrievals and observed-versus-simulated radiance distributions: Sensitivity to assumptions. J. Atmos. Sci. 2007, 64, 3808-3826.
83. Marzano, F.S.; Cimini, D.; Memmo, A.; Montopoli, M.; Rossi, T.; Sanctis, M.D.; Lucente, M.; Mortari, D.; Michele, S.D. Flower constellation of millimeter-wave radiometers for tropospheric monitoring at pseudogeostationary scale. IEEE Trans. Geosci. Remote Sens. 2009, 47, 3107-3122.
84. Brandes, E.A.; Ikeda, K.; Zhang, G.; Schoenhuber, M.; Rasmussen, R.M. A statistical and physical description of hydrometeor distributions in Colorado snowstorms using a video disdrometer. J. Appl. Meteor. Climatol. 2007, 46, 634-650.
85. Heymsfield, A.J.; Bansemer, A.; Schmitt, C.; Twohy, C.; Poellot, M.R. Effective ice particle densities derived from aircraft data. J. Atmos. Sci. 2004, 61, 982-1003.