Potential of Advanced Microwave Sounding Unit‐A (AMSU‐A) and AMSU‐B measurements for atmospheric temperature and humidity profiling over land

A neural network retrieval method has been applied to investigate AMSU‐A/AMSU‐B atmospheric temperature and humidity profiling capabilities over land. The retrieval method benefits from a reliable estimate of the land emissivity and skin temperature as well as first guess information regarding the temperature‐humidity profiles. It has been applied on a large geographic area (60°W–60°E, 60°S–60°N) and atmospheric situations (winter and summer). The retrieved RMS errors are within 2 K and 9% in temperature and relative humidity, respectively. Regardless of scanning conditions, vegetation types, and atmospheric situations, the algorithm retrieval results are satisfactory for both temperature and relative humidity. The retrieval approach has been evaluated by comparison with available in situ measurements.

[1]  F. Aires,et al.  A new neural network approach including first guess for retrieval of atmospheric water vapor, cloud liquid water path, surface temperature, and emissivities over land from satellite microwave observations , 2001 .

[2]  Lei Shi,et al.  Retrieval of Atmospheric Temperature Profiles from AMSU-A Measurement Using a Neural Network Approach , 2001 .

[3]  Stephen J. English,et al.  Estimation of Temperature and Humidity Profile Information from Microwave Radiances over Different Surface Types , 1999 .

[4]  Catherine Prigent,et al.  Microwave land emissivity calculations using AMSU measurements , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[5]  W. Rossow,et al.  ISCCP Cloud Data Products , 1991 .

[6]  Roger W. Saunders,et al.  Measurements of the AMSU-B antenna pattern , 1996, IEEE Trans. Geosci. Remote. Sens..

[7]  Ann Henderson-Sellers,et al.  Biosphere-atmosphere Transfer Scheme (BATS) for the NCAR Community Climate Model , 1986 .

[8]  Catherine Prigent,et al.  Microwave land surface emissivities estimated from SSM/I observations , 1997 .

[9]  C. Prigent,et al.  Retrieval of surface and atmospheric parameters over land from SSM/I: Potential and limitations , 1999 .

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

[11]  Jean-Pierre Wigneron,et al.  Frequency and angular variations of land surface microwave emissivities: can we estimate SSM/T and AMSU emissivities from SSM/I emissivities? , 2000, IEEE Trans. Geosci. Remote. Sens..

[12]  Ann Henderson-Sellers,et al.  Investigation of the sensitivity of the land-surface parameterization of the NCAR community climate model in regions of tundra vegetation. , 1987 .

[13]  P. Courtier,et al.  The ECMWF implementation of three‐dimensional variational assimilation (3D‐Var). II: Structure functions , 1998 .

[14]  Catherine Prigent,et al.  Global maps of microwave land surface emissivities: Potential for land surface characterization , 1998 .

[15]  Catherine Prigent,et al.  AMSU-A Land Surface Emissivity Estimation for Numerical Weather Prediction Assimilation Schemes , 2005 .

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

[17]  Tsan Mo,et al.  AMSU-A antenna pattern corrections , 1999, IEEE Trans. Geosci. Remote. Sens..

[18]  Philip W. Rosenkranz,et al.  Retrieval of temperature and moisture profiles from AMSU-A and AMSU-B measurements , 2001, IEEE Trans. Geosci. Remote. Sens..

[19]  P. Courtier,et al.  The ECMWF implementation of three‐dimensional variational assimilation (3D‐Var). I: Formulation , 1998 .

[20]  Tsan Mo,et al.  A study of the NOAA 16 AMSU-A brightness temperatures observed over Libyan Desert , 2002 .

[21]  Mitchell D. Goldberg,et al.  The Limb Adjustment of AMSU-A Observations: Methodology and Validation , 2001 .

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

[23]  Ann Henderson-Sellers,et al.  Sensitivity of the biosphere-atmosphere transfer scheme (BATS) to the inclusion of variable soil characteristics , 1987 .

[24]  Clemens Simmer,et al.  A combination of microwave observations from satellites and an EOF analysis to retrieve vertical humidity profiles over the ocean , 1990 .

[25]  Geoffrey E. Hinton,et al.  Learning internal representations by error propagation , 1986 .

[26]  C. Rodgers Characterization and Error Analysis of Profiles Retrieved From Remote Sounding Measurements , 1990 .

[27]  Eugene Serabyn,et al.  Atmospheric transmission at microwaves (ATM): an improved model for millimeter/submillimeter applications , 2001 .