Abstract
The third algorithm intercomparison project (AIP-3) involved rain estimates from more than 50 satellite rainfall algorithms and ground radar measurements within the Intensive Flux Array (IFA) over the equatorial western Pacific warm pool region during the Tropical Ocean Global Atmosphere coupled Ocean-Atmosphere Response Experiment (TOGA COARE). Early results indicated that there was a systematic bias between rainrates from satellite passive microwave and ground radar measurements. The mean rainrate from radar measurements is about 50% underestimated compared to that from passive microwave-based retrieval algorithms. This paper is designed to analyze rain patterns from the Florida State University rain retrieval algorithm and radar measurements to understand physically the rain discrepancies. Results show that there is a clear range-dependent bias associated with the radar measurements. However, this range-dependent systematical bias is almost eliminated with the corrected radar rainrates. Results suggest that the effects from radar attenuation correction, calibration and beam filling are the major sources of rain discrepancies. This study demonstrates that rain retrievals based on satellite measurements from passive microwave radiometers such as the Special Sensor of Microwave Imager (SSM/I) are reliable, while rain estimates from ground radar measurements are correctable.
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References
Adler, R. F., and A. J. Negri, 1988: A satellite infrared technique to estimate tropical convective and strati form rainfall.J. Appl. Meteor.,27, 30–51.
Adler, R. F., A. J. Negri, P. R. Keehn, and I. M. Hakkarinen, 1993: Estimation of monthly rainfall over Japan and sounding waters from a combination of low-orbit microwave and geosynchronous IR data.J. Appl. Meteor.,32, 335–356.
Adler, R. F., G. J. Huffman, D. T. Bolvin, S. Curtis, and E. J. Nelkin, 2000: Tropical rainfall distributions determined using TRMM combined with other satellite and rain gauge information.J. Appl. Meteor.,39, 2007–2023.
Adler, R. F., C. Kidd, G. Petty, M. Morissey, and H. M. Goodman, 2001: Intercomparison of global precipitation products: The Third Precipitation Intercomparison Project (PIP-3).Bull. Amer. Meteor. Soc.,7, 1377–1396.
Arkin, P. A., 1979: The relationship between fractional coverage of high cloud and rainfall accumulations during GATE over the B-scale array.Mon. Wea. Rev.,107, 1382–1387.
Arkin, P. A., and B. N. Meisner, 1987: The relationship between large-scale convective rainfall and cold cloud over the western hemisphere during 1982–84.Mon. Wea. Rev.,115, 51–74.
Arkin, P. A., and P. Xie, 1994: The global Precipitation Climatology Project: First Algorithm Intercomparison Project.Bull. Amer. Meteor. Soc.,75, 401–419.
Atlas, D., D. Rosenfeld, and D. A. Short, 1990: The estimation of convective rainfall by area integral. Part I. The theoretical and empirical basis.J. Geophys. Res.,95, 2153–2160.
Barrett, E. C., and Coauthors, 1994: The first WetNet Precipitation Intercomparison Project (PIP-1): Intercompasion of results.Remote Sensing Review,11, 303–373.
Brandes, E., and D. Sirmans, 1976: Convective rainfall estimation by radar: Experimental results and proposed operational analysis technique. Preprints,Conf. Hydro-meteorol. 1976, 54–59.
Carbone, R. E., and L. D. Nelson, 1978: The evolution of raindrop spectra in warm-based convective storms as observed and numerically modeled.J. Atmos. Sci.,35, 2302–2314.
Ebert, E. E., M. J. Manton, P. A. Arkin, R. J. Allam, G. E. Holpin, and A. Gruber, 1996: Results from the GPCP algorithm intercomparison programme.Bull. Amer. Meteor. Soc.,77, 2875–2887.
Ebert, E. E., and M. J. Manton, 1998: Performance of satellite rainfall estimation algorithms during TOGA COARE.J. Atmos. Sci.,55, 1537–1557.
Farrar, M. R., and E. A. Smith, 1992: Spatial resolution enhancement of terrestrial features using deconvolved SSM/I microwave brightness temperature.IEEE Trans. Geosci. Remote Sens.,30, 349–355.
Farrar, M. R., E. A. Smith, and X. Xiang, 1994: The impact of spatial resolution enhancement of SSM/I microwave brightness temperature on rainfall retrieval algorithms.J. Appl. Meteor.,33, 313–333.
Haddad, Z. S., E. A. Smith, C. D. Kummerow, T. Iguchi, M. R. Farrar, S. L. Durden, M. Alves, and W. S. Olson, 1997: The TRMM “Day-1” radar/radiometer combined rain-profiling algorithm.J. Meteor. Soc. Japan,75, 799–809.
Hinton, B. B., W. S. Olson, D. W. Martin, and B. Auvine, 1992: A passive microwave algorithm for tropical oceanic rainfall.J. Appl. Meteor.,31, 1379–1395.
Iguchi, T., T. Kozu, R. Meneghini, J. Awaka, and K. Okamoto, 2000: Rain-profiling algorithm for the TRMM precipitation radar.J. Appl. Meteor.,39, 2038–2052.
Kummerow, C., R,. A. Mack, and I. M. Hakkarinen, 1989: A self-consistency approach to improve microwave rainfall estimates from space.J. Appl. Meteor.,28, 869–884.
Kummerowc, I. M. Hakkarinen, H. F. Pierce, and J. A. Weinman, 1991: Determination of precipitation profiles from airborne passive microwave radiometric measurements.J. Atmos. Oceanic Technol.,8, 148–158.
Kummerow, C., and Coauthors, 2001: The evolution of the Goddard profile algorithm (GPROF) for rainfall estimation from passive microwave sensors.J. Appl. Meteor.,40, 1801–1820.
Mugnai, A., H. J. Cooper, E. A. Smith, and G. J. Tripoli, 1990: Simulation of microwave brightness temperature of an evolving hailstorm at SSM/I frequencies.Bull. Amer. Meteor. Soc.,71, 2–13.
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.
Olson, W. S., and Coauthors, 2005: Precipitation and latent heating distributions from satellite passive microwave radiometry. Part I: Method and uncertainties.J. Appl. Meteor. (in press).
Short, D. A., and G. R. North, 1990: The beam filling error in the Nimbus 5 Electrically Scanning Microwave Radiometer observations of Global Atlantic Tropical Experiment rainfall.J. Geophys. Res.,95, 2187–2193.
Short, D. A., P. A. Kucera, B. S. Ferrier, J. C. Gerlach, S. A. Rutledge, and O. W. Thiele, 1997: Shipboard radar rainfall patterns within the TOGA COARE IFA.Bull. Amer. Meteor. Soc.,78, 2817–2836.
Simpson, J., C. Kummerow, W.-K. Tao, and R. Adler, 1996: On the Tropical Rainfall Measuring Mission (TRMM).Meteorology and Atmospheric Physics,60, 19–36.
Smith, E. A., and S. Q. Kidder, 1978: A multispectral satellite approach to rainfall estimates. Tech. Rep., Department of Atmospheric Sciences, Colorado State University, Ft. Collins, CO, 49pp.
Smith, E. A., A. Mugnai, H. J. Cooper, G. J. Tripoli, and X. Xiang, 1992: Foundations for statistical-physical precipitation retrieval from passive microwave satellite measurements. Part I: Brightness temperature properties of a time dependent cloud-radiation model.J. Appl. Meteor.,31, 506–531.
Smith, E. A., C. Kummerow, and A. Mugnai, 1994a: The emergence of inversion-type precipitation profile algorithms for estimation of precipitation from satellite microwave measurements.Remote Sensing Reviews,11, 211–242.
Smith, E. A., X. Xiang, A. Mugnai, R. E. Hood and R. W. Spencer, 1994b: Behavior of an inversion-based precipitation retrieval algorithm with high resolution AMPR measurements including a low frequency 10.7 GHz channel.J. Atmos. Oceanic Technol.,11, 858–872.
Smith, E. A., X. Xiang, A. Mugnai, and G. Tripoli, 1994c: Design of an inversion-based precipitation profile retrieval algorithm using an explicit cloud model for initial guess microphysics.Meteorlogy and Atmospheric Physics,54, 53–78.
Smith, E. A., and Coauthors, 1998: Results of WetNet PIP-2 project.J. Atmos. Sci.,55, 1483–1536.
Spencer, R. W., H. M. Goodman, and R. E. Hood, 1989: Precipitation retrieval over land and ocean with SSM/I: Identification and characteristics of the scattering signal.J. Atmos. Oceanic Technol,6, 254–273.
Wilheit, T. T., and Coauthors, 1994: Algorithms for the retrieval of rainfall from passive microwave measurements.Remote Sensing Review,11, 163–194.
Wilheit, T. T., A. T. C. Chang, M. S. V. Rao, E. B. Rodgers, and J. S. Theon, 1977: A satellite technique for quantitatively mapping rainfall rates over the ocean.J. Appl. Meteor.,16, 551–560.
Yang, S., 2004: Precipitation and latent heating estimation from passive microwave satellite measurements: A review.Observations, Theory, and Modeling of the Atmospheric and Oceanic Variability. World Scientific Series on Meteorology of East Asia, Vol. 3, World Scientific Publishing Co. Pte. Ltd., Singapore, 484–500.
Yang, S., and E. A. Smith, 1999a: Moisture budget analysis of TOGA-COARE using SSM/I retrieved latent heating and large scale Q2 estimates.J. Atmos. Oceanic Technol.,16, 633–655.
Yang, S., and E. A. Smith, 1999b: Four dimensional structure of monthly latent heating derived from SSM/I satellite measurements.J. Climate,12, 1016–1037.
Yang, S., and E. A. Smith, 2000: Vertical Structure and transient behavior of convective-stratiform heating in TOGA COARE from combined satellite-sounding analysis.J. Appl. Meteor.,39, 1491–1513.
Yang, S., W. S. Olson, J.-J. Wang, T. L. Bell, E. A. Smith, and C. D. Kummerow, 2005: Precipitation and latent heating distributions from satellite passive microwave radiometry. Part II: Evaluation of estimates using independent data.J. Appl. Meteor. (in press).
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Yang, S., Smith, E.A. Resolving SSM/I-ship radar rainfall discrepancies from AIP-3. Adv. Atmos. Sci. 22, 903–914 (2005). https://doi.org/10.1007/BF02918689
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DOI: https://doi.org/10.1007/BF02918689