Abstract
Precipitation retrieval from space which makes use of physical forward radiative transfer modeling requires the proper treatment of all sources of radiation scattering and emission in atmosphere, clouds, and interaction with surfaces. This involves the evaluation of the significance of individual effects with respect to the observed signals. In case of microwave radiation, these effects are the three-dimensional distribution of temperature, humidity, and hydrometeor concentrations, particle size distributions, and particle composition and shape. On the technical side of the problem, the accuracy of the radiative transfer model and the simulation of the radiometer’s imaging specifications are important. Most of the above effects have been described in the past thus a certain background for the generation of retrieval databases from radiative transfer simulations is available. However, there are major drawbacks at the current state of precipitation retrieval: (1) even though individual radiation processes are well described, no synthesis is available combining the best available models; (2) the errors of radiative transfer in realistic clouds are unknown thus limit its use in numerical prediction models together with satellite data; (3) the input to the radiative transfer models, i.e., cloud and precipitation models seem insufficient for the application of retrievals beyond regional studies.
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References
Bauer, P. and P. Schlüssel, 1993: Rainfall, total water, ice water and water-vapour over sea from polarized microwave simulations and SSM/I data, J. Geophys. Res., 98, 20737–20759.
Bauer, P., L. Schanz, and L. Roberti, 1998: Correction of three-dimensional effects for passive microwave retrievals of convective clouds. J. Appl. Meteor., 37, 1619–1632.
Bauer, P., A. Khain, A. Pokrovsky, R. Meneghini, C. Kummerow, and J.P.V. Poiares Baptista, 2000: Combined cloud-microwave radiative transfer modeling of stratiform rainfall. J. Atmos. Sci., 57, 1082–1104.
Bauer, P., 2001 a: Microwave radiative transfer simulation in clouds: Including a melting layer in cloud model bulk hydrometeor distributions. Atmos. Res., 57, 9–30.
Bauer, P., 2001b: Over-ocean rainfall retrieval from multi-sensor data of the Tropical Rainfall Measuring Mission (TRMM)-Part I: Development of inversion databases. J. Atmos. Ocean. Tech., 18, 1315–1330.
Bauer, P., P. Amayenc, C.D. Kummerow, and E.A. Smith, 2001: Over-ocean rainfall retrieval from multi-sensor data of the Tropical Rainfall Measuring Mission (TRMM)-Part II: Alghorithm inplementation. J. Atmos. Ocean. Tech., 18, 1838–1855.
Czekala, H. and C. Simmer, 1998: Microwave radiative transfer with non-spherical precipitating hydrometeors. J. Quant. Spec. Rad. Trans., 60, 365–374.
Chanzy, A. and J.-P. Wigneron, 1999: Microwave emission from soil and vegetation. In: Radiative transfer models for microwave radiometry (Ed: C. Maetzler), COST-712 final report of project 1, University of Bern, pp. 174.
Deblonde, G., 1999: Variational assimilation of SSM/I total precipitable water retrievals in the CMC analysis system. Mon. Wea. Rev, 127, 1458–1476.
Evans, K.F., S.J. Walter, A.J. Heymsfield, and M.N. Deeter, 1998: Modeling of submillimeter passive remote sensing of cirrus clouds. J. Appl. Meteor., 37, 184–205.
Eymard, L., P. Sobieski, D. Lemaire, E. Obligis, S. English, and T. Hewison, 1999: Ocean surface emissivity modeling. In: Radiative transfer models for microwave radiometry (Ed: C. Maetzler), COST-712 final report of project 1, University of Bern, pp. 174.
Eyre, J.R., G.A. Kelly, A.P. McNally, E. Andersson, and A. Persson, 1993: Assimilation of TOVS radiance information through one-dimensional variational analysis. Q. J. R. Meteorol. Soc., 119, 1427–1463.
Ferrier, B.S., 1994: A double-moment multiple-phase four-class bulk ice scheme. Part I: Description. J. Atmos. Sci., 51, 249–280.
Haddad, Z., E. Smith, C. Kummerow, T. Iguchi, M. Farrar, S. Durden, M. Alves, and W. Olson, 1997: The TRMM ‘day-1’ radar/radiometer combined rain-profiling algorithm. J. Meteor. Soc. Japan, 75, 799–808.
Haferman, J., E. Anagnostou, D. Tsintikidis, W. Krajewski, and T. Smith, 1996: Physically based satellite retrieval of precipitation using a 3-d passive microwave radiative transfer model. J. Atmos. Ocean. Tech., 13, 832–850.
Hong, Y., C. Kummerow, and W. Olson, 1999: Separation of convective and stratiform precipitation using microwave brightness temperatures. J. Appl. Meteor., 38, 1195–1213.
Joseph, J.H. and W.J. Wiscombe, 1976: The Delta-Eddington approximation for radiative flux transfer. J. Atmos. Sci., 33, 2452–2459.
Kummerow, C., W. Olson, and L. Giglio, 1996: A simplified scheme for obtaining precipitation and vertical hydrometeor profiles from passive microwave sensors. IEEE Trans. Geosci. Remote Sens., 34, 1213–1232.
Kummerow, C., W. Barnes, T. Kozu, J. Shiue, and J. Simpson, 1998: The Tropical Rainfall Measuring Mission (TRMM) sensor package. J. Atmos. Ocean. Tech., 15, 809–817.
Lafore, J.-P. and co-authors, 1998: The Meso-NH atmospheric simulation system. Part I: Adiabatic formulation and control simulations. Ann. Geophys., 16, 90–109.
Liebe, H., P. Rosenkranz, and G. Hufford, 1992: Atmospheric 60 GHz oxygen spectrum: New laboratory measurements and line parameters. J. Quant. Spec. Rad. Trans., 48, 629–643.
Lipton, A.E., M.K. Griffin, and A.G. Ling, 1999: Microwave transfer model differences in remote sensing of cloud liquid water at low temperatures. IEEE Trans. Geosci. Remote Sens, 37, 620–623.
Liu, G. and. J.A. Curry, 1992: Retrieval of precipitation from satellite microwave measurement using both emission and scattering. J. Geophys. Res., 97, 9959–9974.
McKague, D., K.F. Evans, and S. Avery, 1998: Assessment of the effects of drop size distribution variations retrieved from UHF radar on passive microwave remote sensing of precipitation. J. Appl. Meteor., 37, 155–165.
Mitra, S.K., O. Vohl, M. Ahr, and H.R. Pruppacher, 1990: A wind tunnel and theoretical study of the melting behavior of atmospheric ice particles. IV: Experiment and theory for snow flakes. J. Atmos. Sci., 47, 584–591.
Mugnai A. and E.A. Smith, 1988: Radiative transfer to space through a precipitating cloud at multiple microwave frequencies. Part I: Model description. J. Appl. Meteor., 27 1055–1073.
Olson, W., P. Bauer, N. Viltard, D. Johnson, and W.-K. Tao, 2001: A melting layer model for passive / active microwave remote sensing applications-Part I: Model formulation and comparison with observations. J. Appl. Metetor., 40, 1145–1163.
Panegrossi, G. and co-authors, 1998: Use of cloud model microphysics for passive microwave-based precipitation retrieval: Significance of consistency between model and measurement manifolds. J. Atmos. Sci., 55, 1644–1673.
Petty, G.W. and J. Turk, 1996: Observed multichannel microwave signatures of spatially extensive precipitation in tropical cyclones. Proceedings 8th Conf. Sat. Meteorol. Ocean., Atlanta GA, 291–294.
Petty, G.W., A. Mugnai, and E.A. Smith, 1994: Reverse Monte-Carlo simulations of microwave radiative transfer in realistic 3-d rain clouds. Proc. 7th AMS Conf. Sat. Meteor. Ocean., 185–188.
Prigent, C., J.R. Pardo, M.I. Mishchenko, and W.B. Rossow, 2001: Microwave polarized scattering signatures in clouds: SSM/I observations with radiative transfer simulations. J. Geophys. Res., 106, 28243–28258.
Pullianinen, J., K. Tigerstedt, W. Huining, M. Hallikainen, C. Maetzler, A. Wiesmann, and C. Wegmueller, 1998: Retrieval of geophysical parameters with integrated modeling of land surfaces and atmospheres (models / inversion algorithms. Final Report ESA/ESTEC, Noordwijk, The Netherlands, Contract No. 11706/95/NL/NB(SC), pp. 274.
Roberti., L., J. Haferman, and C. Kummerow, 1994: Microwave radiative transfer through horizontally inhomogeneous precipitating cloud. J. Geophys. Res., 99, 16707–16718.
Rodgers, C.D., 1976: retrieval of atmospheric temperature and composition from remote measurements of thermal radiation. Rev. Geophys. Space Phys., 14, 609–624.
Schols, J.L., Weinman, J.A., Alexander, G.D., Stewart, R.E., Angus, L.J., and A.C.L. Lee, 1999: Microwave properties of frozen precipitation around a North Atlantic cyclone. J. Appl. Meteor., 38, 29–43.
Smith, E.A. and co-authors, 1998: Results of WetNet PIP-2 project. J. Atmos. Sci., 55, 1483–1536.
Smith, E.A., P. Bauer, F.S. Marzano, C.D. Kummerow, D. McKague, A. Mugnai, and G. Panegrossi, 2002: Intercomparison of microwave radiative transfer models for precipitating clouds. IEEE Trans. Geosci. Remote Sens., in press.
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Bauer, P. (2002). Precipitation Modeling for Inversion Purposes. In: Marzano, F.S., Visconti, G. (eds) Remote Sensing of Atmosphere and Ocean from Space: Models, Instruments and Techniques. Advances in Global Change Research, vol 13. Springer, Dordrecht. https://doi.org/10.1007/0-306-48150-2_2
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DOI: https://doi.org/10.1007/0-306-48150-2_2
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