Subpixel fractional cloud cover and inhomogeneity effects on microwave beam-filling error

Abstract Using synthetic geometrical clouds and radiative microwave model, we examine the possibility to correct the estimations of liquid water path (LWP) or rain rate with cloud cover measurement. This information may be gotten by co-localized measurements of microwave and infrared/visible measurements on new satellites (TRMM, ADEOS 2, …). In a first step, the effects of fractional cloud cover on microwave brightness temperatures (TB) are investigated in three typical cases of nonprecipitating and precipitating (stratiform and convective) clouds. The beam-filling error (BFE) on brightness temperatures may be analyzed with the known spatial variability using 1D or 3D radiative transfer model. Relationships between BFE and subpixel cloud fraction (CF) are discussed according to the cloud type. We tested several parameters that characterize the horizontal cloud inhomogeneity within a radiometer field of view. BFE was found very sensitive to cloud type and inhomogeneity and is maximum for raining cloud with open spatial structure. In order to account for the uncertainty introduced by the spatial distribution, dependence of BFE on textural-based parameters is also discussed using homogeneity, entropy and an indicator of CF horizontal gradient.

[1]  Thierry Faure,et al.  Neural network retrieval of cloud parameters of inhomogeneous and fractional clouds , 2001 .

[2]  Christian D. Kummerow,et al.  A method for combining passive microwave and infrared rainfall observations , 1995 .

[3]  Andreas Macke,et al.  Errors in liquid water path retrieval arising from cloud inhomogeneities: The beam-filling effect , 2002 .

[4]  Christian D. Kummerow,et al.  Beamfilling Errors in Passive Microwave Rainfall Retrievals. , 1998 .

[5]  T. Nakajima,et al.  Wide-Area Determination of Cloud Microphysical Properties from NOAA AVHRR Measurements for FIRE and ASTEX Regions , 1995 .

[6]  C. Kummerow,et al.  Microwave radiative transfer through horizontally inhomogeneous precipitating clouds , 1994 .

[7]  S. Sengupta,et al.  Marine Stratocumulus Cloud Fields off the Coast of Southern California Observed Using LANDSAT Imagery. Part I: Structural Characteristics , 1988 .

[8]  J. Klett,et al.  Microphysics of Clouds and Precipitation , 1978, Nature.

[9]  C. Simmer,et al.  A combined radiative transfer model for sea ice, open ocean, and atmosphere , 1998 .

[10]  J. Marshall,et al.  THE DISTRIBUTION OF RAINDROPS WITH SIZE , 1948 .

[11]  Witold F. Krajewski,et al.  Three-dimensional aspects of radiative transfer in remote sensing of precipitation: Application to the 1986 COHMEX storm , 1994 .

[12]  Witold F. Krajewski,et al.  Investigations of error sources of the Global Precipitation Climatology Project emission algorithm , 1998 .

[13]  S. K. Sengupta,et al.  Structural and Textural Characteristics of Cirrus Clouds Observed Using High Spatial Resolution LANDSAT Imagery. , 1988 .

[14]  Robert F. Cahalan,et al.  Independent Pixel and Monte Carlo Estimates of Stratocumulus Albedo , 1994 .

[15]  H. Masunaga,et al.  Physical properties of maritime low clouds as retrieved by combined use of Tropical Rainfall Measuring Mission (TRMM) Microwave Imager and Visible/Infrared Scanner 2. Climatology of warm clouds and rain , 2002 .

[16]  David A. Short,et al.  Rain estimation from satellites: Effect of finite field of view , 1990 .

[17]  G. North,et al.  Model studies of the beam-filling error for rain-rate retrieval with microwave radiometers , 1995 .

[18]  Solar radiative fluxes for stochastic, scale-invariant broken cloud fields , 1992 .

[19]  E. Foufoula‐Georgiou,et al.  Subgrid variability and stochastic downscaling of modeled clouds: Effects on radiative transfer computations for rainfall retrieval , 2001 .

[20]  Peter Bauer,et al.  Correction of Three-Dimensional Effects for Passive Microwave Remote Sensing of Convective Clouds , 1998 .

[21]  Joyce Chou,et al.  Cloud liquid water path comparisons from passive microwave and solar reflectance satellite measurements : Assessment of sub-field-of-view cloud effects in microwave retrievals , 1997 .

[22]  Christian D. Kummerow,et al.  A Passive Microwave Technique for Estimating Rainfall and Vertical Structure Information from Space. Part I: Algorithm Description , 1994 .

[23]  C. Kummerow,et al.  The Tropical Rainfall Measuring Mission (TRMM) Sensor Package , 1998 .

[24]  S. K. Sengupta,et al.  Cloud field classification based upon high spatial resolution textural features: 1. Gray level co‐occurrence matrix approach , 1988 .

[25]  Roland T. Chin,et al.  Determination of Rainfall Rates from GOES Satellite Images by a Pattern Recognition Technique , 1985 .

[26]  Anthony B. Davis,et al.  Nonlocal independent pixel approximation: direct and inverse problems , 1998, IEEE Trans. Geosci. Remote. Sens..

[27]  Roger Davies,et al.  Thermal microwave radiances from horizontally finite clouds of hydrometeors , 1978 .

[28]  G. L. Liberti,et al.  Rainfall Estimation over Oceans from SMMR and SSM/I Microwave Data , 1992 .

[29]  Emmanouil N. Anagnostou,et al.  Stratiform and Convective Classification of Rainfall Using SSM/I 85-GHz Brightness Temperature Observations , 1997 .

[30]  Boris Z. Petrenko The beamfilling algorithm for retrieval of hydrometeor profile parameters from passive microwave measurements , 2001, IEEE Trans. Geosci. Remote. Sens..

[31]  Quanhua Liu,et al.  Three‐dimensional radiative transfer effects of clouds in the microwave spectral range , 1996 .

[32]  C. E. SHANNON,et al.  A mathematical theory of communication , 1948, MOCO.

[33]  Robert F. Adler,et al.  A Satellite Infrared Technique to Estimate Tropical Convective and Stratiform Rainfall , 1988 .

[34]  Liu Feng,et al.  On the size distribution of cloud droplets , 1995 .

[35]  George R. Diak Column Cloud Liquid Water Amounts for Nonprecipitating Clouds versus an “Effective Cloud Fraction” Derived from Microwave Data: A Simulation Study , 1995 .

[36]  K. Katsaros,et al.  Using coincident multispectral satellite data to assess the accuracy of special sensor microwave imager liquid water path measurements , 1995 .

[37]  David A. Short,et al.  The beam filling error in the Nimbus 5 electronically scanning microwave radiometer observations of Global Atlantic Tropical Experiment rainfall , 1990 .

[38]  Peter Bauer,et al.  Rainfall, total water, ice water, and water vapor over sea from polarized microwave simulations and Special Sensor Microwave/Imager data , 1993 .

[39]  Boris Z. Petrenko Retrieval of parameters of a horizontal hydrometeor distribution within the field of view of a satellite microwave radiometer , 2001, IEEE Trans. Geosci. Remote. Sens..

[40]  G. North,et al.  Evaluation of sampling errors of precipitation from spaceborne and ground sensors , 1993 .

[41]  G. Heymsfield,et al.  Passive microwave and infrared structure of mesoscale convective systems , 1994 .