Title :
NPOESS Precipitation Retrievals using the ATMS Passive Microwave Spectrometer
Author :
Surussavadee, Chinnawat ; Staelin, David H.
Author_Institution :
Fac. of Technol. & Environ., Prince of Songkla Univ., Phuket
Abstract :
This paper evaluates the ability of the United States National Polar Orbiting Environmental Sensor System (NPOESS) Advanced Technology Microwave Sounder (ATMS) to retrieve surface precipitation rates (mm/h); water path estimates for rain, snow, and graupel (mm); and peak vertical wind (convective strength, m/s). Simulated retrieval accuracies for ATMS were compared to those for its predecessor, AMSU. These retrieval algorithms employ neural networks trained using atmospheric parameters and their corresponding brightness temperatures predicted by a global ground-truth model, NCEP/MM5/TBSCAT/F(lambda), for 106 global storms. ATMS performs better than AMSU for all retrieved parameters except for snow and cloud ice, where they perform comparably. Image sharpening amplifies noise and so its benefits are restricted primarily to relatively rare isolated storms.
Keywords :
atmospheric radiation; clouds; geophysics computing; ice; neural nets; rain; remote sensing; snow; storms; wind; ATMS passive microwave spectrometer; Advanced Technology Microwave Sounder; NPOESS precipitation retrievals; National Polar Orbiting Environmental Sensor System; United States; brightness temperature prediction; cloud ice; global ground-truth model; global storms; graupel; hydrometeor water-paths; image sharpening; isolated storms; neural networks; peak vertical wind; rain; snow ice; water path estimation; Atmospheric modeling; Brightness temperature; Microwave technology; Neural networks; Rain; Sensor systems; Snow; Spectroscopy; State estimation; Storms; AMSU; ATMS; NPOESS; microwave radiometry; precipitation retrieval;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2008. IGARSS 2008. IEEE International
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-2807-6
Electronic_ISBN :
978-1-4244-2808-3
DOI :
10.1109/IGARSS.2008.4780156