Global Precipitation Measurement

The quantification of precipitation on a global scale is critical for applications ranging from climate monitoring to water resource management. Conventional observations through surface gauge networks provide the most direct measure of precipitation, although these are very much limited to land areas, with very few in situ measurements over the oceans. Weather radars, although providing a spatial measure of precipitation, are limited in extent and number. Satellite observations offer an unrivalled vantage point to observe precipitation on a global basis. Since precipitation is spatially and temporally highly variable, satellites are able to provide temporal and spatial samples commensurate with many precipitation characteristics. This paper provides an overall review of global precipitation estimation, providing an outline of conventional measurements, the basis of the satellite systems used in the observation of precipitation, and the generation, availability and validation of the derived precipitation products. Finally, future satellite precipitation missions are presented. Copyright © 2011 Royal Meteorological Society

[1]  Faisal Hossain,et al.  Assessment of current passive-microwave- and infrared-based satellite rainfall remote sensing for flood prediction , 2004 .

[2]  P. Bauer,et al.  The International Precipitation Working Group and Its Role in the Improvement of Quantitative Precipitation Measurements. , 2006 .

[3]  Ralph Ferraro,et al.  Special sensor microwave imager derived global rainfall estimates for climatological applications , 1997 .

[4]  R. Marchand,et al.  A description of hydrometeor layer occurrence statistics derived from the first year of merged Cloudsat and CALIPSO data , 2009 .

[5]  J. Janowiak,et al.  The Version 2 Global Precipitation Climatology Project (GPCP) Monthly Precipitation Analysis (1979-Present) , 2003 .

[6]  Itamar M. Lensky,et al.  Satellite-Based Insights into Precipitation Formation Processes in Continental and Maritime Convective Clouds , 1998 .

[7]  T. Iguchi,et al.  Dual-Wavelength Radar Algorithm , 2007 .

[8]  A. Ishimaru Electromagnetic Wave Propagation, Radiation, and Scattering , 1990 .

[9]  W. Linwood Jones,et al.  The WindSat spaceborne polarimetric microwave radiometer: sensor description and early orbit performance , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[10]  Steven D. Miller,et al.  Rainfall retrieval over the ocean with spaceborne W‐band radar , 2009 .

[11]  Witold F. Krajewski,et al.  Initial Validation of the Global Precipitation Climatology Project Monthly Rainfall over the United States , 2000 .

[12]  Phillip A. Arkin,et al.  An Intercomparison and Validation of High-Resolution Satellite Precipitation Estimates with 3-Hourly Gauge Data , 2009 .

[13]  Kuolin Hsu,et al.  LMODEL: A Satellite Precipitation Methodology Using Cloud Development Modeling. Part II: Validation , 2009 .

[14]  David H. Staelin,et al.  Precipitation observations near 54 and 183 GHz using the NOAA-15 satellite , 2000, IEEE Trans. Geosci. Remote. Sens..

[15]  David H. Staelin,et al.  Millimeter-Wave Precipitation Retrievals and Observed-versus-Simulated Radiance Distributions: Sensitivity to Assumptions , 2007 .

[16]  David H. Staelin,et al.  Global Millimeter-Wave Precipitation Retrievals Trained With A Cloud-Resolving Numerical Weather-Prediction Model, Part II: Performance Evaluation , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[17]  E. O'connor,et al.  The CloudSat mission and the A-train: a new dimension of space-based observations of clouds and precipitation , 2002 .

[18]  Paul Racette,et al.  Ice Cloud Retrievals and Analysis with the Compact Scanning Submillimeter Imaging Radiometer and the Cloud Radar System during CRYSTAL FACE , 2005 .

[19]  D. Legates,et al.  Mean seasonal and spatial variability in gauge‐corrected, global precipitation , 1990 .

[20]  L. Jaeger,et al.  Monatskarten des Niederschlags für die ganze Erde , 1976 .

[21]  Ziad S. Haddad,et al.  Drop size ambiguities in the retrieval of precipitation profiles from dual-frequency radar measurements , 2006 .

[22]  Fuzhong Weng,et al.  Retrieval of Ice Cloud Parameters Using a Microwave Imaging Radiometer , 2000 .

[23]  Eric A. Smith,et al.  Foundations for statistical-physical precipitation retrieval from passive microwave satellite measurements. II: Emission-source and generalized weighting-function properties of a time-dependent cloud-radiation model , 1993 .

[24]  J. R. Wang,et al.  Retrieval of total precipitable water using radiometric measurements near 92 and 183 GHz , 1989 .

[25]  Ralph Ferraro,et al.  Satellite Precipitation Measurements for Water Resource Monitoring 1 , 2009 .

[26]  M. Janssen Atmospheric Remote Sensing by Microwave Radiometry , 1993 .

[27]  Ji-zhong Sun,et al.  Probabilistic and Ensemble Representations of the Uncertainty in an IR/Microwave Satellite Precipitation Product , 2005 .

[28]  William J. Wilson,et al.  Passive Microwave Remote Sensing of the Earth , 2004 .

[29]  Ec Barrett,et al.  Satellite Identification of Rain Days over the Upper Nile River Basin Using an Optimum Infrared Rain/No-Rain Threshold Temperature Model , 1995 .

[30]  D. Easterling,et al.  Homogeneity adjustments of in situ atmospheric climate data: a review , 1998 .

[31]  Judith A. Curry,et al.  Precipitation characteristics in Greenland‐Iceland‐Norwegian Seas determined by using satellite microwave data , 1997 .

[32]  Niels Skou,et al.  Microwave Radiometer Systems: Design and Analysis , 1989 .

[33]  G. Jackson Brightness temperature sensitivity to variations in solid precipitation cloud profiles , 2004, IGARSS 2004. 2004 IEEE International Geoscience and Remote Sensing Symposium.

[34]  Ec Barrett,et al.  Estimation of daily rainfall over the upper Nile river basin using a continuously calibrated satellite infrared technique , 1999 .

[35]  Stanley Q. Kidder,et al.  Satellite Meteorology: An Introduction , 1995 .

[36]  E. Zipser,et al.  The Diurnal Cycle of Rainfall and Convective Intensity according to Three Years of TRMM Measurements , 2003 .

[37]  A. Gruber,et al.  Results from the GPCP Algorithm Intercomparison Programme , 1996 .

[38]  Y. Hong,et al.  Improved representation of diurnal variability of rainfall retrieved from the Tropical Rainfall Measurement Mission Microwave Imager adjusted Precipitation Estimation From Remotely Sensed Information Using Artificial Neural Networks (PERSIANN) system , 2005 .

[39]  Haruhisa Shimoda GCOM missions , 2006, SPIE Asia-Pacific Remote Sensing.

[40]  Phillip A. Arkin,et al.  The Relationship between Fractional Coverage of High Cloud and Rainfall Accumulations during GATE over the B-Scale Array , 1979 .

[41]  M. Hulme,et al.  Precipitation measurements and trends in the twentieth century , 2001 .

[42]  J. Schmetz,et al.  AN INTRODUCTION TO METEOSAT SECOND GENERATION (MSG) , 2002 .

[43]  Ralf Bennartz,et al.  Sensitivity of microwave radiances at 85–183 GHz to precipitating ice particles , 2003 .

[44]  F. Turk,et al.  Validating a rapid-update satellite precipitation analysis across telescoping space and time scales , 2009 .

[45]  J. Janowiak,et al.  A Real–Time Global Half–Hourly Pixel–Resolution Infrared Dataset and Its Applications , 2001 .

[46]  Emmanouil N. Anagnostou,et al.  Assessment of the Use of Lightning Information in Satellite Infrared Rainfall Estimation , 2000 .

[47]  Fuzhong Weng,et al.  Retrieval of Ice Cloud Parameters Using the Advanced Microwave Sounding Unit , 2002 .

[48]  G. Huffman,et al.  Global tropical rain estimates from microwave‐adjusted geosynchronous IR data , 1994 .

[49]  K. Okamoto,et al.  Rain profiling algorithm for the TRMM precipitation radar , 1997, IGARSS'97. 1997 IEEE International Geoscience and Remote Sensing Symposium Proceedings. Remote Sensing - A Scientific Vision for Sustainable Development.

[50]  E. Smith,et al.  Mechanisms for Diurnal Variability of Global Tropical Rainfall Observed from Trmm , 2013 .

[51]  J. Janowiak,et al.  GPCP Pentad Precipitation analyses: An experimental dataset based on gauge observations and satellite estimates , 2003 .

[52]  R. Spencer Global Oceanic Precipitation from the MSU during 1979—91 and Comparisons to Other Climatologies , 1993 .

[53]  S. Sorooshian,et al.  Precipitation Estimation from Remotely Sensed Information Using Artificial Neural Networks , 1997 .

[54]  J. Janowiak,et al.  CMORPH: A Method that Produces Global Precipitation Estimates from Passive Microwave and Infrared Data at High Spatial and Temporal Resolution , 2004 .

[55]  Frank S. Marzano,et al.  A Neural Networks–Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.1° Resolution from Satellite Passive Microwave and Infrared Data , 2004 .

[56]  Vincenzo Levizzani,et al.  The 183-WSL fast rain rate retrieval algorithm: Part I: Retrieval design , 2011 .

[57]  Min-Jeong Kim,et al.  Single scattering parameters of randomly oriented snow particles at microwave frequencies , 2006 .

[58]  Fuzhong Weng,et al.  Precipitation characteristics over land from the NOAA‐15 AMSU sensor , 2000 .

[59]  Ye Hong,et al.  Atmospheric Latent Heating Distributions in the Tropics Derived from Satellite Passive Microwave Radiometer Measurements , 1999 .

[60]  Andreas Macke,et al.  Evaluation of Cirrus Parameterizations for Radiative Flux Computations in Climate Models Using TOVS-ScaRaB Satellite Observations , 2007 .

[61]  G. SCALE ISSUES IN HYDROLOGICAL MODELLING : A REVIEW , 2006 .

[62]  E. Njoku,et al.  The Seasat scanning multichannel microwave radiometer (SMMR): Antenna pattern corrections - Development and implementation , 1980, IEEE Journal of Oceanic Engineering.

[63]  P. Xie,et al.  Gauge-based monthly analysis of global land precipitation , 1996 .

[64]  David H. Staelin,et al.  Global Precipitation Retrievals Using the NOAA AMSU Millimeter-Wave Channels: Comparisons with Rain Gauges , 2010 .

[65]  D. Kniveton,et al.  The first WetNet precipitation intercomparison project (PIP‐1): Interpretation of results , 1994 .

[66]  Hans Bonekamp,et al.  An Introduction to the EUMETSAT Polar system , 2007 .

[67]  Dara Entekhabi,et al.  A remote sensing observatory for hydrologic sciences: A genesis for scaling to continental hydrology , 2006 .

[68]  Axel Andersson,et al.  Evaluation of HOAPS-3 Ocean Surface Freshwater Flux Components , 2011 .

[69]  James P. Hollinger,et al.  SSM/I instrument evaluation , 1990 .

[70]  Jeffrey A. Jones,et al.  Use of the Surface Reference Technique for Path Attenuation Estimates from the TRMM Precipitation Radar , 2000 .

[71]  R. Scofield,et al.  The Operational GOES Infrared Rainfall Estimation Technique , 1998 .

[72]  B. N. Meisner,et al.  The Relationship between Large-Scale Convective Rainfall and Cold Cloud over the Western Hemisphere during 1982-84 , 1987 .

[73]  Itamar M. Lensky,et al.  Clouds-Aerosols-Precipitation Satellite Analysis Tool (CAPSAT) , 2008 .

[74]  Catherine Gautier,et al.  AIRS/Vis near IR instrument , 2003, IEEE Trans. Geosci. Remote. Sens..

[75]  P. Bauer Over-Ocean Rainfall Retrieval from Multisensor Data of the Tropical Rainfall Measuring Mission. Part I: Design and Evaluation of Inversion Databases , 2001 .

[76]  Vincenzo Levizzani,et al.  Detection and Measurement of Snowfall from Space , 2011, Remote. Sens..

[77]  Frank S. Marzano,et al.  Flower Constellation of Millimeter-Wave Radiometers for Tropospheric Monitoring at Pseudogeostationary Scale , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[78]  M. Manton,et al.  Performance of Satellite Rainfall Estimation Algorithms during TOGA COARE. , 1998 .

[79]  Guosheng Liu,et al.  The response of 36- and 89-GHz microwave channels to convective snow clouds over ocean : Observation and modeling , 2000 .

[80]  Y. Hong,et al.  The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales , 2007 .

[81]  David A. Marks,et al.  Availability of High-Quality TRMM Ground Validation Data from Kwajalein, RMI: A Practical Application of the Relative Calibration Adjustment Technique , 2009 .

[82]  Thomas T. Wilheit,et al.  A satellite technique for quantitatively mapping rainfall rates over the oceans , 1977 .

[83]  Walter Hitschfeld,et al.  ERRORS INHERENT IN THE RADAR MEASUREMENT OF RAINFALL AT ATTENUATING WAVELENGTHS , 1954 .

[84]  Guosheng Liu,et al.  Deriving snow cloud characteristics from CloudSat observations , 2008 .

[85]  Byung-Ju Sohn,et al.  Validation of Satellite-Based High-Resolution Rainfall Products over the Korean Peninsula Using Data from a Dense Rain Gauge Network , 2010 .

[86]  H. Michael Goodman,et al.  Precipitation retrieval over land and ocean with the SSM/I - Identification and characteristics of the scattering signal , 1989 .

[87]  David H. Staelin,et al.  AIRS/AMSU/HSB precipitation estimates , 2003, IEEE Trans. Geosci. Remote. Sens..

[88]  Peter Bauer,et al.  Over-Ocean Rainfall Retrieval from Multisensor Data of the Tropical Rainfall Measuring Mission. Part II: Algorithm Implementation , 2001 .

[89]  Ralph Ferraro,et al.  The Fourth International Precipitation Working Group Workshop , 2010 .

[90]  Kuolin Hsu,et al.  LMODEL: A Satellite Precipitation Methodology Using Cloud Development Modeling. Part I: Algorithm Construction and Calibration , 2009 .

[91]  Q. Fu,et al.  Finite-difference time-domain solution of light scattering by dielectric particles with a perfectly matched layer absorbing boundary condition. , 1999, Applied optics.

[92]  Graeme L. Stephens,et al.  A Bayesian approach to microwave precipitation profile retrieval , 1995 .

[93]  Steven A. Margulis,et al.  Validation and Error Characterization of the GPCP-1DD Precipitation Product over the Contiguous United States , 2004 .

[94]  Robert F. Adler,et al.  A Proposed Tropical Rainfall Measuring Mission (TRMM) Satellite , 1988 .

[95]  Ralph Ferraro,et al.  Microwave Rainfall Estimation over Coasts , 2005 .

[96]  Graeme L. Stephens,et al.  Microweve Radiative Transfer through Clouds Composed of Realistically Shaped Ice Crystals. Part II. Remote Sensing of Ice Clouds. , 1995 .

[97]  Garik Gutman,et al.  Retrieving microphysical properties near the tops of potential rain clouds by multispectral analysis of AVHRR data , 1994 .

[98]  Hajime Murao,et al.  A hybrid neural network system for the rainfall estimation using satellite imagery , 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).

[99]  Christian D. Kummerow,et al.  The Remote Sensing of Clouds and Precipitation from Space: A Review , 2007 .

[100]  Ian Strangeways,et al.  Precipitation: Theory, Measurement and Distribution , 2006 .

[101]  R. Adler,et al.  Intercomparison of global precipitation products : The third Precipitation Intercomparison Project (PIP-3) , 2001 .

[102]  Christian D. Kummerow,et al.  Combined Radar and Radiometer Analysis of Precipitation Profiles for a Parametric Retrieval Algorithm , 2005 .

[103]  A. Gruber,et al.  GOES Multispectral Rainfall Algorithm (GMSRA) , 2001 .

[104]  Chris Kidd,et al.  On rainfall retrieval using polarization-corrected temperatures , 1998 .

[105]  E. Barrett,et al.  THE ESTIMATION OF MONTHLY RAINFALL FROM SATELLITE DATA , 1970 .

[106]  M. Todd,et al.  A Combined Satellite Infrared and Passive Microwave Technique for Estimation of Small-Scale Rainfall , 1999 .

[107]  E. Anagnostou,et al.  Retrieval of Precipitation Profiles from Multiresolution, Multifrequency, Active and Passive Microwave Observations , 2004 .

[108]  Frank S. Marzano,et al.  Results of WetNet PIP-2 Project , 1998 .

[109]  Manfred Wendisch,et al.  Desert dust aerosol air mass mapping in the western Sahara, using particle properties derived from space-based multi-angle imaging , 2009 .

[110]  Witold F. Krajewski,et al.  Effect of Temporal Sampling on Inferred Rainfall Spatial Statistics , 2005 .

[111]  Grant W. Petty,et al.  The Sensitivity of Microwave Remote Sensing Observations of Precipitation to Ice Particle Size Distributions , 2001 .

[112]  Tim J. Hewison,et al.  Radiometric characterization of AMSU-B , 1995 .

[113]  R. A. Roebeling,et al.  SEVIRI rainfall retrieval and validation using weather radar observations , 2009 .

[114]  Steven D. Miller,et al.  CloudSat Precipitation Profiling Algorithm—Model Description , 2010 .

[115]  R. Marchand,et al.  Hydrometeor Detection Using Cloudsat—An Earth-Orbiting 94-GHz Cloud Radar , 2008 .

[116]  Global precipitation estimates from satellite: Using difference fields of outgoing long‐wave radiation , 1991 .

[117]  D. Aminou,et al.  Plans for EUMETSAT’s Third Generation Meteosat geostationary satellite programme , 2005 .

[118]  Simone Tanelli,et al.  CloudSat mission: Performance and early science after the first year of operation , 2008 .

[119]  C. Kidd,et al.  A new instrument with rainfall monitoring potential , 1988 .

[120]  G. McGregor,et al.  A 3 year climatology of rainfall characteristics over tropical and subtropical South America based on tropical rainfall measuring mission precipitation radar data , 2004 .

[121]  S. Sorooshian,et al.  Evaluation of PERSIANN system satellite-based estimates of tropical rainfall , 2000 .

[122]  V. Cuomo,et al.  Rainfall estimation from satellite passive microwave observations in the range 89 GHz to 190 GHz , 2009 .

[123]  A. Dai,et al.  Surface Observed Global Land Precipitation Variations during 1900-88 , 1997 .

[124]  F. Joseph Turk,et al.  Evaluating High-Resolution Precipitation Products , 2008 .

[125]  Fuzhong Weng,et al.  Advanced microwave sounding unit cloud and precipitation algorithms , 2003 .

[126]  Y L Xu,et al.  Electromagnetic scattering by an aggregate of spheres. , 1995, Applied optics.

[127]  H. Goodman,et al.  The WetNet project , 1994 .

[128]  Faisal Hossain,et al.  Assessment of a multidimensional satellite rainfall error model for ensemble generation of satellite rainfall data , 2006, IEEE Geoscience and Remote Sensing Letters.

[129]  Ralph Ferraro,et al.  Utilization of the AMSU high frequency measurements for improved coastal rain retrievals , 2007 .

[130]  Frank S. Marzano,et al.  Multivariate statistical integration of Satellite infrared and microwave radiometric measurements for rainfall retrieval at the geostationary scale , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[131]  Eric A. Smith,et al.  Foundations for statistical-physical precipitation retrieval from passive microwave satellite measurements. I: Brightness-temperature properties of a time-dependent cloud-radiation model , 1992 .

[132]  Lee Chapman,et al.  Communicating the value of atmospheric services , 2010 .

[133]  Eulogio Pardo-Igúzquiza,et al.  Optimal areal rainfall estimation using raingauges and satellite data , 1999 .

[134]  Min-Jeong Kim,et al.  A physical model to determine snowfall over land by microwave radiometry , 2004, IEEE Transactions on Geoscience and Remote Sensing.

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

[136]  P. Jones,et al.  Relationships between circulation strength and the variability of growing-season and cold-season climate in northern and central Europe , 2002 .

[137]  E. Anagnostou,et al.  A differential attenuation based algorithm for estimating precipitation from dual-wavelength spaceborne radar , 2004 .

[138]  Paul Racette,et al.  Retrieval of precipitable water vapor by the millimeter-wave imaging radiometer in the arctic region during FIRE-ACE , 2001, IEEE Trans. Geosci. Remote. Sens..

[139]  David H. Staelin,et al.  Passive microwave techniques for geophysical sensing of the Earth from satellites , 1981 .

[140]  David T. Bolvin,et al.  Improving the global precipitation record: GPCP Version 2.1 , 2009 .

[141]  R. A. Scofield,et al.  The role of orographic and parallax corrections on real time high resolution satellite rainfall rate distribution , 2002 .

[143]  Faisal Hossain,et al.  Sensitivity analyses of satellite rainfall retrieval and sampling error on flood prediction uncertainty , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[144]  W. Menzel,et al.  Introducing GOES-I: The First of a New Generation of Geostationary Operational Environmental Satellites , 1994 .

[145]  U. Schneider,et al.  Terrestrial Precipitation Analysis: Operational Method and Required Density of Point Measurements , 1994 .

[146]  P. Jones,et al.  A 7400-year tree-ring chronology in northern Swedish Lapland: natural climatic variability expressed on annual to millennial timescales , 2002 .

[147]  Kuolin Hsu,et al.  Evaluating the Utility of Multispectral Information in Delineating the Areal Extent of Precipitation , 2009 .

[148]  Ziad S. Haddad,et al.  The TRMM 'Day-1' Radar/Radiometer Combined Rain-Profiling Algorithm , 1997 .

[149]  Witold F. Krajewski,et al.  Evaluation of Biases of Satellite Rainfall Estimation Algorithms over the Continental United States , 2002 .

[150]  A. Hou,et al.  Evaluation of Coincident Passive Microwave Rainfall Estimates Using TRMM PR and Ground Measurements as References , 2008 .

[151]  Dong-Bin Shin,et al.  The Evolution of the Goddard Profiling Algorithm (GPROF) for Rainfall Estimation from Passive Microwave Sensors , 2001 .

[152]  W. Krajewski,et al.  Satellite estimation of precipitation over land , 1996 .

[153]  D. Winker,et al.  CALIPSO Lidar Description and Performance Assessment , 2009 .

[154]  Zhi-Yong Yin,et al.  Using a geographic information system to improve Special Sensor Microwave Imager precipitation estimates over the Tibetan Plateau , 2004 .

[155]  A Satellite Infrared Technique for Diurnal Rainfall Variability Studies , 2013 .

[156]  William S. Olson,et al.  Precipitating Snow Retrievals from Combined Airborne Cloud Radar and Millimeter-Wave Radiometer Observations , 2008 .

[157]  Y L Xu,et al.  Electromagnetic scattering by an aggregate of spheres: far field. , 1997, Applied optics.

[158]  Ghassem R. Asrar,et al.  NASA Research Strategy for Earth System Science: Climate Component , 2001 .

[159]  Guosheng Liu,et al.  Approximation of Single Scattering Properties of Ice and Snow Particles for High Microwave Frequencies , 2004 .

[160]  E. Vivoni,et al.  Submesoscale spatiotemporal variability of North American monsoon rainfall over complex terrain , 2007 .

[161]  J. Janowiak,et al.  The Global Precipitation Climatology Project (GPCP) combined precipitation dataset , 1997 .

[162]  K. Trenberth,et al.  Estimates of the Global Water Budget and Its Annual Cycle Using Observational and Model Data , 2007 .

[163]  G. Huffman,et al.  Fifth Workshop of the International Precipitation Working Group , 2011 .

[164]  Keiji Imaoka,et al.  The Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E), NASDA's contribution to the EOS for global energy and water cycle studies , 2003, IEEE Trans. Geosci. Remote. Sens..

[165]  Robert Meneghini,et al.  Intercomparison of Single-Frequency Methods for Retrieving a Vertical Rain Profile from Airborne or Spaceborne Radar Data , 1994 .

[166]  Mongi Marzoug,et al.  A Class of Single- and Dual-Frequency Algorithms for Rain-Rate Profiling from a Spaceborne Radar. Pad I: Principle and Tests from Numerical Simulations , 1994 .

[167]  E. Anagnostou,et al.  Precipitation: Measurement, remote sensing, climatology and modeling , 2009 .

[168]  F. Marzano,et al.  High-Repetition Millimeter-Wave Passive Remote Sensing of Humidity and Hydrometeor Profiles from Elliptical Orbit Constellations , 2010 .

[169]  Eric A. Smith,et al.  Bayesian estimation of precipitating cloud parameters from combined measurements of spaceborne microwave radiometer and radar , 1999, IEEE Trans. Geosci. Remote. Sens..

[170]  M. Kitchen,et al.  Weather Radar Performance at Long RangeSimulated and Observed , 1993 .

[171]  A. Anders,et al.  Very high resolution precipitation climatologies from the Tropical Rainfall Measuring Mission precipitation radar , 2009 .

[172]  Phillip A. Arkin,et al.  Global Monthly Precipitation Estimates from Satellite-Observed Outgoing Longwave Radiation , 1998 .

[173]  David B. Wolff,et al.  Ground Validation for the Tropical Rainfall Measuring Mission (TRMM) , 2005 .

[174]  David Atlas,et al.  Radar in Meteorology: Battan Memorial and 40th Anniversary Radar Meteorology Conference , 1990 .

[175]  Christian D. Kummerow,et al.  An Examination of Version-5 Rainfall Estimates from the TRMM Microwave Imager, Precipitation Radar, and Rain Gauges on Global, Regional, and Storm Scales , 2004 .

[176]  R. Washington,et al.  A Simple Method to Retrieve 3-Hourly Estimates of Global Tropical and Subtropical Precipitation from International Satellite Cloud Climatology Program (ISCCP) D1 Data , 1999 .

[177]  Sharon E. Nicholson,et al.  Validation of TRMM and Other Rainfall Estimates with a High-Density Gauge Dataset for West Africa. Part II: Validation of TRMM Rainfall Products , 2003 .

[178]  Christian D. Kummerow,et al.  Global Precipitation Measurement , 2008 .

[179]  E. C. Barrett,et al.  Satellite rainfall monitoring: An overview , 1994 .

[180]  M. Hulme Validation of Large-Scale Precipitation Fields in General Circulation Models , 1994 .

[181]  Kenneth P. Bowman,et al.  Comparison of TRMM Precipitation Retrievals with Rain Gauge Data from Ocean Buoys , 2005 .

[182]  David H. Staelin,et al.  Global Millimeter-Wave Precipitation Retrievals Trained With a Cloud-Resolving Numerical Weather Prediction Model, Part I: Retrieval Design , 2008, IEEE Transactions on Geoscience and Remote Sensing.

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

[184]  Christian Kummerow,et al.  A simplified scheme for obtaining precipitation and vertical hydrometeor profiles from passive microwave sensors , 1996, IEEE Trans. Geosci. Remote. Sens..

[185]  Chris Kidd,et al.  Satellite rainfall climatology: a review , 2001 .

[186]  Chris Kidd,et al.  Satellite Rainfall Estimation Using a Combined Pasive Microwave and Infrared Algorithm. , 2003 .

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

[188]  H. M. Goodman,et al.  The First WetNet Precipitation Intercomparison Project (PIP-1) , 1994 .

[189]  E. A. Smith,et al.  Design of an inversion-based precipitation proflie retrieval algorithm using an explicit cloud model for initial guess microphysics , 1994 .

[190]  W. Petersen,et al.  Diurnal Characteristics of Precipitation Features over the Tropical East Pacific: A Comparison of the EPIC and TEPPS Regions , 2008 .

[191]  K. Liou,et al.  Light scattering by hexagonal ice crystals: comparison of finite-difference time domain and geometric optics models , 1995 .

[192]  D. Winker,et al.  Initial performance assessment of CALIOP , 2007 .

[193]  Itamar M. Lensky,et al.  Satellite-Based Insights into Precipitation Formation Processes in Continental and Maritime Convective Clouds at Nighttime , 2003 .

[194]  Sharon E. Nicholson,et al.  Validation of TRMM and Other Rainfall Estimates with a High-Density Gauge Dataset for West Africa. Part I: Validation of GPCC Rainfall Product and Pre-TRMM Satellite and Blended Products , 2003 .

[195]  Kuolin Hsu,et al.  Intercomparison of High-Resolution Precipitation Products over Northwest Europe , 2012 .

[196]  Eric A. Smith,et al.  The emergence of inversion‐type profile algorithms for estimation of precipitation from satellite passive microwave measurements , 1994 .

[197]  V. Chandrasekar,et al.  Evaluation of a New Polarimetrically Based Z–R Relation , 2004 .

[198]  T. N. Krishnamurti,et al.  The status of the tropical rainfall measuring mission (TRMM) after two years in orbit , 2000 .

[199]  Dominic Kniveton,et al.  The advantages and disadvantages of statistically -derived/empirically-calibrated passive microwave algorithms , 1998 .

[200]  E. Purcell,et al.  Scattering and Absorption of Light by Nonspherical Dielectric Grains , 1973 .

[201]  Steven A. Ackerman,et al.  High-Spectral- and High-Temporal-Resolution Infrared Measurements from Geostationary Orbit , 2009 .

[202]  J. Janowiak CMORPH Improvements: A Kalman Filter Approach to Blend Various Satellite Rainfall Estimate Inputs and Rain Gauge Data Integration , 2009 .

[203]  P. Bauer,et al.  A Melting Layer Model for Passive/Active Microwave Remote Sensing Applications, Part 2: Simulation of Trmm Observations , 2013 .

[204]  Jörg Bendix,et al.  Rainfall-Rate Assignment Using MSG SEVIRI Data—A Promising Approach to Spaceborne Rainfall-Rate Retrieval for Midlatitudes , 2010 .

[205]  S. Wang,et al.  Measuring East Asian summer monsoon rainfall contributions by different weather systems over Taiwan , 2008 .

[206]  Itamar M. Lensky,et al.  A Night-Rain Delineation Algorithm for Infrared Satellite Data Based on Microphysical Considerations , 2003 .

[207]  G. Visconti,et al.  A Neural Network Approach to Real-Time Rainfall Estimation for Africa Using Satellite Data , 2003 .

[208]  James F. W. Purdom,et al.  Satellite Analysis of Tropical Cyclones Using the Advanced Microwave Sounding Unit (AMSU). , 2000 .

[209]  Robert Meneghini,et al.  Effective Dielectric Constants of Mixed-Phase Hydrometeors , 2000 .

[210]  Kevin E. Trenberth,et al.  Estimates of Freshwater Discharge from Continents: Latitudinal and Seasonal Variations , 2002 .

[211]  Kuolin Hsu,et al.  Estimation of physical variables from multichannel remotely sensed imagery using a neural network: Application to rainfall estimation , 1999 .

[212]  F. Joseph Turk,et al.  Measuring Precipitation from Space: EURAINSAT and the Future , 2007 .

[213]  Misako Kachi,et al.  Global Precipitation Map Using Satellite-Borne Microwave Radiometers by the GSMaP Project: Production and Validation , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[214]  Steven J. Goodman,et al.  Three Years of TRMM Precipitation Features. Part I: Radar, Radiometric, and Lightning Characteristics , 2005 .

[215]  Ralf Bennartz,et al.  Precipitation analysis using the Advanced Microwave Sounding Unit in support of nowcasting applications , 2002 .

[216]  Emmanouil N. Anagnostou,et al.  Uncertainty Quantification of Mean-Areal Radar-Rainfall Estimates , 1999 .

[217]  J. Weinman,et al.  Determination of Rainfall Distributions from Microwave Radiation Measured by the Nimbus 6 ESMR , 1977 .

[218]  Shaun Lovejoy,et al.  The delineation of rain areas from visible and IR satellite data for GATE and mid‐latitudes , 1979 .

[219]  M. Lethbridge PRECIPITATION PROBABILITY AND SATELLITE RADIATION DATA , 1967 .

[220]  Fuzhong Weng,et al.  Determination of precipitable water and cloud liquid water over oceans from the NOAA 15 advanced microwave sounding unit , 2001 .

[221]  Lena Iredell,et al.  Characteristics of the TOVS Pathfinder Path A Dataset , 1997 .

[222]  Johannes Schmetz,et al.  Precipitation estimations from geostationary orbit and prospects for METEOSAT Second Generation , 2001 .

[223]  J. Janowiak,et al.  COMPARISON OF NEAR-REAL-TIME PRECIPITATION ESTIMATES FROM SATELLITE OBSERVATIONS AND NUMERICAL MODELS , 2007 .

[224]  Robert J. Kuligowski,et al.  A Self-Calibrating Real-Time GOES Rainfall Algorithm for Short-Term Rainfall Estimates , 2002 .

[225]  P. Xie,et al.  The Global Precipitation Climatology Project: First Algorithm Intercomparison Project , 1994 .

[226]  Z. Kawasaki,et al.  A Kalman Filter Approach to the Global Satellite Mapping of Precipitation (GSMaP) from Combined Passive Microwave and Infrared Radiometric Data , 2009 .

[227]  P. Xie,et al.  Global Precipitation: A 17-Year Monthly Analysis Based on Gauge Observations, Satellite Estimates, and Numerical Model Outputs , 1997 .

[228]  P. A. Arkin,et al.  A combined microwave/infrared rain rate algorithm , 2001 .

[229]  Fuzhong Weng,et al.  NOAA operational hydrological products derived from the advanced microwave sounding unit , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[230]  Faisal Hossain,et al.  A two-dimensional satellite rainfall error model , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[231]  Ye Hong,et al.  Design and Evaluation of the First Special Sensor Microwave Imager/Sounder , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[232]  Jörg Bendix,et al.  Precipitation process and rainfall intensity differentiation using Meteosat Second Generation Spinning Enhanced Visible and Infrared Imager data , 2008 .