Title :
Companding and PCA compression of spectrum sets
Author_Institution :
Dept. of Inf. Technol., Lappeenranta Univ. of Technol., Finland
Abstract :
Companding is a procedure which can be used to smooth the effects of the fluctuating signal energy. The effect of the compressor in the transmitter is compensated with the expander in the receiver. PCA is an essential part in the lossy compression of the spectral images. In this paper we combine these two techniques to study the effect of companding in PCA compression of spectrum sets. Compressor is now applied as a preprocessing phase to spectrum sets. The experiments indicate that the low energy spectra are better reconstructed when the companding is applied. At the same time the overall reconstruction quality of the spectrum sets is slightly reduced.
Keywords :
data compression; geophysical signal processing; geophysical techniques; image coding; image reconstruction; principal component analysis; remote sensing; spectral analysis; PCA compression; companding; fluctuating signal energy; image reconstruction; lossy compression; low energy spectra; spectral images; spectrum sets; Decorrelation; Digital images; Image coding; Image reconstruction; Information technology; Principal component analysis; Remote sensing; Signal processing; Telephony; Transmitters;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2005. IGARSS '05. Proceedings. 2005 IEEE International
Print_ISBN :
0-7803-9050-4
DOI :
10.1109/IGARSS.2005.1526120