The remote sensing of clouds and precipitation from space: A review

Journal of the Atmospheric Sciences

Volumn 64, Issue 11, 2007, Pages 3742-3765

  Stephens, Graeme L ^a   Kummerow, Christian D ^a  

^a Engineering Research Center and Hydraulics Laboratory   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ATMOSPHERIC RADIATION; CLOUDS; DATA STRUCTURES; ERRORS; INFORMATION RETRIEVAL; REMOTE SENSING; WEATHER SATELLITES;

ASSIMILATION OF RETRIEVED GEOPHYSICAL DATA; DATA ASSIMILATION APPLICATIONS; SATELLITE RADIANCE MEASUREMENTS;

PRECIPITATION (METEOROLOGY);

ATMOSPHERIC RADIATION; CLOUDS; DATA STRUCTURES; ERRORS; INFORMATION RETRIEVAL; PRECIPITATION (METEOROLOGY); REMOTE SENSING; WEATHER SATELLITES;

CLOUD; DATA ASSIMILATION; PRECIPITATION (CLIMATOLOGY); RADIATIVE TRANSFER; REMOTE SENSING; SATELLITE IMAGERY;

EID: 37349111426     PISSN: 00224928     EISSN: None     Source Type: Journal    
DOI: 10.1175/2006JAS2375.1     Document Type: Review

References (97)

1. Adler, R. F., G. J. Hufmann, and P. R. Keehn, 1994: Global tropical rain estimates from microwave adjusted geosynchronous IR data. Remote Sens. Rev., 11, 125-152.
2. Adler, R. F., and Coauthors, 2003: The version-2 Global Precipitation Climatology Project (GPCP) monthly precipitation analysis (1979-present). J. Hydrometeor., 4, 1147-1167.
3. Alishouse, J. C., J. B. Snider, E. R. Westwater, C. T. Swift, C. S. Ruf, S. A. Vongsathron, and R. R. Ferraro, 1990: Determination of cloud liquid water content using the SSM/I. IEEE Trans. Geosci. Remote Sens., 28, 817-822.
4. Arking, A., and J. D. Childs, 1985: Retrieval of cloud cover parameters from multispectral images. J. Climate Appl. Meteor., 24, 322-333.
5. Austin, R. T., and G. L. Stephens, 2001: Retrieval of stratus cloud microphysical parameters using millimeter-wave radar and visible optical depth in preparation for CloudSat. 1. Algorithm formulation. J. Geophys. Res., 106, 28 233-28 242.
6. Bauer, P., E. Moreau, and S. Di Michele, 2005: Hydrometeor retrieval accuracy using microwave window and sounding channel observations. J. Appl. Meteor., 44, 1016-1032.
7. Benedetti, A., G. L. Stephens, and J. M. Haynes, 2003: Ice cloud microphysics retrievals from millimeter radar and visible optical depth using an estimation theory approach. J. Geophys. Res., 108, 4335, doi:10.1029/2002JD002693.
8. Bennartz, R., and G. W. Petty, 2001: The sensitivity of microwave remote sensing observations of precipitation to ice particle size distribution. J. Appl. Meteor., 40, 345-364.
9. Bennartz, R., and R. Ferraro, cited 2005: Report on the IPWG/GPM/GRP workshop on global microwave modeling and retrieval of snowfall. [Available online at http://www.isac.cnr.it/~ipwg/reports.html.]
10. Berg, W., T. L'Ecuyer, and C. Kummerow, 2006: Rainfall climate regimes: The relationship of regional TRMM rainfall biases to the environment. J. Appl. Meteor. Climatol., 45, 434-454.
11. Biggerstaff, M. I., E.-K. Seo, S. V. Hristova-Veleva, and K.-Y. Kim, 2006: Impact of cloud microphysics on passive microwave retrievals of cloud properties. Part I: Model comparison using EOF analyses. J. Appl. Meteor. Climatol., 45, 930-954.
12. Blau, H. H., R. P. Espinola, and E. C. Reifenstein III, 1966: Near infrared scattering by sunlit terrestrial clouds. Appl. Opt., 5, 555-564.
13. Chang, F.-L., and Z. Li, 2002: Estimating the vertical variation of cloud droplet effective radius using multispectral near-infrared satellite measurements. J. Geophys. Res., 107, 4257, doi:10.1029/2001JD000766.
14. Chang, F.-L., and Z. Li, 2003: Retrieving vertical profiles of water-cloud droplet effective radius: Algorithm modification and preliminary application. J. Geophys. Res., 108, 4763, doi:10.1029/2003JD003906.
15. Chang, F.-L., and Z. Li, 2005: A near-global climatology of single-layer and overlapped clouds and their optical properties retrieved from Terra/MODIS data using a new algorithm. J. Climate, 18, 4752-4771.
16. Chen, R., F.-L. Chang, Z. Li, R. Ferraro, and F. Weng, 2007: Impact of the vertical variation of cloud droplet size on the estimation of cloud liquid water path and rain detection. J. Atmos. Sci., 64, 3843-3853.
17. Conner, M. D., and G. W. Petty, 1998: Validation and intercomparison of SSM/I rain-rate retrieval methods over the continental United States. J. Appl. Meteor., 37, 679-700.
18. Cooper, S. J., T. L'Ecuyer, and G. L. Stephens, 2003: The impact of explicit cloud boundary information on ice cloud microphysical property retrievals from infrared radiances. J. Geophys. Res., 108, 4107, doi:10.1029/2002JD002611.
19. Cooper, S. J., T. L'Ecuyer, P. Gabriel, A. J. Baran, and G. L. Stephens, 2007: Performance assessment of a five-channel estimation based ice cloud retrieval scheme for use over the global oceans. J. Geophys. Res., 112, D04207, doi:10.1029/2006JD007122.
20. Curry, J. A., C. D. Ardeel, and L. Tian, 1990: Liquid water content and precipitation characteristics of stratiform clouds as inferred from satellite microwave measurements. J. Geophys. Res., 95, 16 659-16 671.
21. Diak, R. G., 1995: Column cloud liquid water amounts for non-precipitating clouds versus an effective cloud fraction derived from microwave data: A simulation study. J. Atmos. Oceanic Technol., 12, 960-969.
22. Dinku, T., and E. Anagnostou, 2005: Regional differences in overland rainfall from PR-calibrated TMI algorithm. J. Appl. Meteor., 44, 189-205.
23. Evans, K. F., and G. L. Stephens, 1995: Microwave radiative transfer through clouds composed of realistically shaped ice crystals. Part II: Remote sensing of ice clouds. J. Atmos. Sci., 52, 2058-2072.
24. Evans, K. F., J. Turk, T. Wong, and G. L. Stephens, 1995: A Bayesian approach to microwave precipitation profile retrieval. J. Appl. Meteor., 34, 260-278.
25. Evans, K. F., S. J. Walter, A. J. Heymsfield, and G. M. McFarquhar, 2002: Submillimeter-wave cloud ice radiometer: Simulations of retrieval algorithm performance. J. Geophys. Res., 107, 4028, doi:10.1029/2001JD000709.
26. Evans, K. F., J. R. Wang, P. E. Racette, and G. Heymsfield, 2005: Ice cloud retrievals and analysis with the compact scanning submillimeter imaging radiometer and the cloud radar system during CRYSTAL-FACE. J. Appl. Meteor., 44, 839-859.
27. Ferraro, R. R., and G. F. Marks, 1995: The development of SSM/I rain-rate retrieval algorithms using ground-based radar measurements. J. Atmos. Oceanic Technol., 12, 755-770.
28. Fiorino, S. T., and E. A. Smith, 2006: Critical assessment of microphysical assumptions within TRMM radiometer rain profile algorithm using satellite, aircraft, and surface datasets from KWAJEX. J. Appl. Meteor. Climatol., 45, 754-786.
29. Grecu, M., and W. S. Olson, 2006: Bayesian estimation of precipitation from satellite passive microwave observations using combined radar radiometer retrievals. J. Appl. Meteor. Climatol., 45, 416-433.
30. Greenwald, T. J., G. L. Stephens, T. H. Vonder Haar, and D. L. Jackson, 1993: A physical retrieval of cloud liquid water over global oceans using special sensor microwave/imager (SSM/I) observations. J. Geophys. Res., 98, 18 471-18 488.
31. Greenwald, T. J., C. L. Combs, A. S. Jones, D. L. Randel, and T. H. Vonder Haar, 1997: Further developments in estimating cloud liquid water over land using microwave and infrared satellite measurements. J. Appl. Meteor., 36, 389-405.
32. Han, Q., W. B. Rossow, and A. A. Lacis, 1994: Near-global survey of effective droplet radii in liquid water clouds using ISCCP data. J. Climate, 7, 465-497.
33. Hansen, J., and J. B. Pollack, 1970: Near-infrared light scattering by terrestrial clouds. J. Atmos. Sci., 27, 265-281.
34. 2 A-band. J. Atmos. Sci., 57, 1615-1634.
35. Jacobowitz, H., L. L. Stowe, G. Ohring, A. Heidinger, K. Knapp, and N. R. Nalli, 2003: The Advanced Very High Resolution Radiometer pathfinder atmosphere (PATMOS) climate dataset: A resource for climate research. Bull. Amer. Meteor. Soc., 84, 785-793.
36. Jones, A. S., and T. H. Vonder Haar, 1990: Passive microwave remote sensing of cloud liquid water over land regions. J. Geophys. Res., 95, 16 673-16 683.
37. Kelly, R. E. J., N. A. Drake, and S. L. Barr, Eds., 2004: Spatial Modelling of the Terrestrial Environment. John Wiley and Sons, 276 pp.
38. Kent, G. S., D. M. Winker, M. T. Osborn, M. P. McCormick, and K. M. Skeens, 1993: A model for the separation of cloud and aerosol in SAGE II occultation data. J. Geophys. Res., 98, 20 723-20 735.
39. Kidd, C., and E. C. Barrett, 1990: The use of passive microwave imagery in rainfall monitoring. Remote Sens. Rev., 4, 415-450.
40. Kongoli, C., P. Pellegrino, R. R. Ferraro, N. C. Grody, and H. Meng, 2003: A new snowfall detection algorithm over land using measurements from the Advanced Microwave Sounding Unit (AMSU). Geophys. Res. Lett., 30, 1756, doi:10.1029/2003GL017177.
41. Kummerow, C., and Coauthors, 2000: The status of the Tropical Rainfall Measuring Mission (TRMM) after two years in orbit. J. Appl. Meteor., 39, 1965-1982.
42. Kummerow, C., and Coauthors, 2001: The evolution of the Goddard Profiling Algorithm (GPROF) for rainfall estimation from passive microwave sensors. J. Appl. Meteor., 40, 1801-1820.
43. Kummerow, C., W. Berg, J. Thomas-Stahle, and H. Masunaga, 2006: Quantifying global uncertainties in a simple microwave rainfall algorithm. J. Atmos. Oceanic Technol., 23, 23-37.
44. L'Ecuyer, T. S., and G. L. Stephens, 2002: An uncertainty model for Bayesian Monte Carlo retrieval algorithms: Application to the TRMM observing system. Quart. J. Roy. Meteor. Soc., 128, 1713-1737.
45. L'Ecuyer, T. S., P. Gabriel, K. Leesman, S. Cooper, and G. Stephens, 2006: Objective assessment of the information content of visible and infrared radiance measurements for cloud microphysical property retrievals over the global oceans. Part 1: Liquid clouds. J. Appl. Meteor. Climatol., 45, 20-41.
46. Liu, G., and J. A. Curry, 1996: Large-scale cloud features during January 1993 in the North Atlantic Ocean as determined from SSM/I and SSM/T2 observations. J. Geophys. Res., 101, 700-7032.
47. Mace, G. G., C. Jakob, and K. P. Moran, 1998: Validation of hydrometeor occurrence predicted by the ECMWF model using millimeter wave radar data. Geophys. Res. Lett., 25, 1645-1648.
48. Masunaga, H., and C. D. Kummerow, 2005: Combined radar and radiometer analysis of precipitation profiles for a parametric retrieval algorithm. J. Atmos. Oceanic Technol., 22, 909-929.
49. Matrosov, S. Y., T. Uttal, J. B. Snider, and R. A. Kropfli, 1992: Estimation of ice cloud parameters from ground-based infrared radiometer and radar measurements. J. Geophys. Res., 97, 20 675-20 683.
50. Miller, S. D., G. L. Stephens, C. K. Drummond, A. K. Heidinger, and P. T. Partain, 2000: A multisensor diagnostic satellite cloud property retrieval scheme. J. Geophys. Res., 105, 19 955-19 971.
51. Mitrescu, C., and G. L. Stephens, 2002: A new method for determining cloud transmittance and optical depth using the ARM micro-pulsed lidar. J. Atmos. Oceanic Technol., 19, 1073-1081.
52. Mugnai, A., E. A. Smith, and G. J. Tripoli, 1993: Foundations for statistical-physical precipitation retrieval from passive microwave satellite measurements. Part II: Emission-source and generalized weighting-function properties of a time-dependent cloud-radiation model. J. Appl. Meteor., 32, 17-39.
53. Nakajima, T., and M. D. King, 1990: Determination of the optical thickness and effective radius of clouds from reflected solar radiation measurements. Part I: Theory. J. Atmos. Sci., 47, 1878-1893.
54. Nakajima, T. Y., and T. Nakajima, 1995: Wide-area determination of cloud microphysical properties from NOAA AVHRR measurements for FIRE and ASTEX regions. J. Atmos. Sci., 52, 4043-4059.
55. Nesbitt, S. W., and E. J. Zipser, 2003: The diurnal cycle of rainfall and convective intensity according to three years of TRMM measurements. J. Climate, 16, 1456-1475.
56. Ou, S. C., K.-N. Liou, W. M. Gooch, and Y. Takano, 1993: Remote sensing of cirrus cloud parameters using advanced very-high-resolution radiometer 3.7-10.9 μm channels. Appl. Opt., 32, 2171-2180.
57. Petty, G. W., 1999: Cloud physical and microwave radiative properties of tropical stratiform precipitation inferred from multichannel microwave radiances. Preprints, 10th Conf. on Satellite Meteorology and Oceanography, Long Beach, CA, Amer. Meteor. Soc., 318-320.
58. Platnick, S., 2000: Vertical photon transport in cloud remote sensing problems. J. Geophys. Res., 105, 22 919-22 936.
59. Platnick, S., and F. Valero, 1995: A validation study of a satellite cloud retrieval during ASTEX. J. Atmos. Sci., 52, 2985-3001.
60. Platnick, S., R. Pincus, B. Wind, M. D. King, M. Gray, and P. Hubanks, 2004: An initial analysis of the pixel-level uncertainties in global MODIS cloud optical thickness and effective particle size retrievals. Proc. SPIE, 5652, 30-40.
61. Platt, C. M. R., S. A. Young, P. J. Manson, G. R. Patterson, S. C. Marsden, R. T. Austin, and J. Churnside, 1998: The optical properties of equatorial cirrus from observations in the ARM pilot radiation observation experiment. J. Atmos. Sci., 55, 1977-1996.
62. Prabhakara, C., R. S. Fraser, G. Dalu, M.-L. C. Wu, R. J. Curran, and T. Styles, 1988: Thin cirrus clouds: Seasonal distribution over oceans deduced from Nimbus-4 IRIS. J. Appl. Meteor., 27, 379-399.
63. Robertson, F. R., D. E. Fitzgerald, and C. Kummerow, 2003: Effects of uncertainty in TRMM precipitation radar path integrated attenuation on interannual variations of tropical oceanic rainfall. Geophys. Res. Lett., 30, 1180-1183.
64. Rodgers, C. D., 1990: Characterization and error analysis of profiles retrieved from remote sounding measurements. J. Geophys. Res., 95, 5587-5595.
65. Rodgers, C. D., 2000: Inverse Methods for Atmospheric Sounding: Theory and Practice. World Scientific, 238 pp.
66. Rossow, W. B., and B. Cairns, 1995: Monitoring changes of clouds. Climatic Change, 31, 305-347.
67. Rossow, W. B., and R. A. Schiffer, 1999: Advances in understanding clouds from ISCCP. Bull. Amer. Meteor. Soc., 80, 2261-2288.
68. Sagan, C., and J. B. Pollack, 1967: Anisotropic nonconservative scattering and the clouds of Venus. J. Geophys. Res., 72, 469-477.
69. Salby, M., 1982: Sampling theory for asynoptic satellite observations. Part I: Spectra, resolution, and aliasing. J. Atmos. Sci., 39, 2577-2600.
70. Salby, M., and P. Callaghan, 1997: Sampling error in climate properties derived from satellite measurements: Consequences of undersampled diurnal variability. J. Climate, 10, 18-36.
71. Skofronick-Jackson, G. M., J. R. Wang, G. M. Heymsfield, R. Hood, W. Manning, R. Meneghini, and J. A. Weinman, 2003: Combined radiometer-radar microphysical profile estimations with emphasis on high-frequency brightness temperature observations. J. Appl. Meteor., 42, 476-487.
72. Skofronick-Jackson, G. M., M.-J. Kim, J. A. Weinamn, and D.-E. Chang, 2004: A physical model to determine snowfall over land by microwave radiometry. IEEE Trans. Geosci. Remote Sens., 42, 1047-1058.
73. Smith, E. A., and Coauthors, 1998: Results of WetNet PIP-2 project. J. Atmos. Sci., 55, 1483-1536.
74. Smith, E. A., A. Mehta, and J. M. Shepherd, 2002: Description of Global Precipitation Measurement (GPM) mission. NASA Goddard Space Flight Center, Tech. Memo., GPM Rep. Series 6, 25 pp.
75. Soden, B., and Coauthors, 2000: An intercomparison of radiation codes for retrieving upper-tropospheric humidity in the 6.3-mm band: A report from the first GVaP workshop. Bull. Amer. Meteor. Soc., 81, 797-808.
76. Spencer, R. W., H. M. Goodman, and R. E. Hood, 1989: Precipitation retrieval over land and ocean with the SSM/I: Identification and characteristics of the scattering signal. J. Atmos. Oceanic Technol., 6, 254-273.
77. Stephens, G. L., 1978: Radiation profiles in extended water clouds: II. Parameterization schemes. J. Atmos. Sci., 35, 2123-2132.
78. Stephens, G. L., 1980: Radiative properties of cirrus clouds in the infrared region. J. Atmos. Sci., 37, 435-446.
79. Stephens, G. L., 1994: Remote Sensing of the Lower Atmosphere: An Introduction. Oxford University Press, 523 pp.
80. Stephens, G. L., 2005: Cloud feedbacks in the climate system: A critical review. J. Climate, 18, 237-273.
81. Stephens, G. L., R. Engelen, M. Vaughan, and T. L. Anderson, 2001: Toward retrieving properties of the tenuous atmosphere using space-based lidar measurements. J. Geophys. Res., 106, 28 143-28 157.
82. Stephens, G. L., and Coauthors, 2002: The CloudSat mission and the A-Train. Bull. Amer. Meteor. Soc., 83, 1771-1790.
83. Stevens, B., and Coauthors, 2003: Dynamics and chemistry of marine stratocumulus - DYCOMS-II. Bull. Amer. Meteor. Soc., 84, 579-593.
84. Stevens, D. E., A. S. Ackerman, and C. S. Bretherton, 2002: Effects of domain size and numerical resolution of the simulations of shallow cumulus convection. J. Atmos. Sci., 59, 3285-3301.
85. Stone, R., G. L. Stephens, C. M. R. Platt, and S. Banks, 1990: The remote sensing of thin cirrus cloud using satellites, lidar and radiative transfer theory. J. Appl. Meteor., 29, 353-366.
86. Tao, W.-K., and J. Simpson, 1993: Goddard Cumulus Ensemble Model. Part I: Model description. Terr. Atmos. Oceanic Sci., 4, 35-72.
87. Twomey, S., and K. J. Seton, 1980: Inferences of gross microphysical properties of clouds from spectral reflectance measurements. J. Atmos. Sci., 37, 1065-1069.
88. van de Hulst, H. C., 1980a: Multiple Light Scattering: Tables, Formulas, and Applications. Vol. 1. Academic Press, 317 pp.
89. van de Hulst, H. C., 1980b: Multiple Light Scattering: Tables, Formulas, and Applications. Vol. 2. Academic Press, 422 pp.
90. Wang, P.-H., P. Minnis, M. P. McCormick, G. S. Kent, and K. M. Skeens, 1996: A 6-year climatology of cloud occurrence frequency from Stratospheric Aerosol and Gas Experiment II observations (1985-1990). J. Geophys. Res., 101, 29 407-29 429.
91. Weng, F., T. Zhu, and B. Yan, 2007: Satellite data assimilation in numerical weather prediction models. Part II: Uses of rain-affected radiances from microwave observations for hurricane vortex analysis. J. Atmos. Sci., 64, 3910-3925.
92. Wielicki, B. A., and Coauthors, 1990: The 27-28 October 1986 FIRE IFO cirrus case study: Comparison of radiative transfer theory with observations by satellite and aircraft. Mon. Wea. Rev., 118, 2356-2376.
93. Wilheit, T., 1986: Some comments on passive microwave measurements of rain. Bull. Amer. Meteor. Soc., 67, 1221-1232.
94. Wilheit, T., and Coauthors, 1994: Algorithms for the retrieval of rainfall from passive microwave measurements. Remote Sens. Rev., 11, 163-194.
95. Wylie, D., D. L. Jackson, W. P. Menzel, and J. J. Bates, 2005: Trends in global cloud cover in two decades of HIRS observations. J. Climate, 18, 3021-3031.
96. Yang, P., and K. Liou, 1998: Single scattering properties of complex ice crystals in terrestrial atmospheres. Contrib. Atmos. Phys., 71, 223-248.
97. Yeh, H., and K. Liou, 1983: Remote sounding of cloud parameters from a combination of infrared and microwave channels. J. Climate Appl. Meteor., 22, 201-203.