Title :
Compression algorithm for infrared hyperspectral sounder data
Author :
Gladkova, Irina ; Roytman, Leonid ; Goldberg, Mitch
Author_Institution :
City Coll. of New York, NY, USA
Abstract :
Summary form only given. The research is undertaken by NOAA/NESDIS, for its GOES-R Earth observation satellite series, to be launched in the 2013 time frame, to enable greater distribution of its scientific data, both within the US and internationally. We have developed a new lossless algorithm for compression of the signals from NOAA´s environmental satellites using current spacecraft to simulate data from the upcoming GOES-R instrument, and focusing on Aqua Spacecraft´s AIRS (atmospheric infrared sounder) instrument in our case study. The AIRS is a high resolution instrument which measures infrared radiances at 2378 wavelengths ranging from 3.74-15.4 μm. The AIRS takes 90 measurements as it scans 48.95 degrees perpendicular to the satellite´s orbit every 2.667 seconds. We use Level 1A digital count data granules, which represent 6 minutes (or 135 scans) of measurements. Therefore, our data set consists of a 90×135×1502 cube of integers ranging from 12-14 bits. Our compression algorithm consists of the following steps: 1) channel partitioning; 2) adaptive clustering; 3) projection onto principal directions; 4) entropy coding of the residuals.
Keywords :
data compression; entropy codes; geophysical signal processing; pattern clustering; remote sensing; 2.667 s; 3.74 to 15.4 micron; 6 min; adaptive clustering; channel partitioning; entropy coding; environmental satellites; infrared hyperspectral sounder data; infrared radiance; infrared signal compression; lossless compression algorithm; Artificial satellites; Atmospheric measurements; Atmospheric modeling; Atmospheric waves; Compression algorithms; Extraterrestrial measurements; Hyperspectral imaging; Instruments; Space vehicles; Wavelength measurement;
Conference_Titel :
Data Compression Conference, 2005. Proceedings. DCC 2005
Print_ISBN :
0-7695-2309-9
DOI :
10.1109/DCC.2005.27