DocumentCode :
2189033
Title :
Xampling: Analog Data Compression
Author :
Mishali, Moshe ; Eldar, Yonina C.
Author_Institution :
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
fYear :
2010
fDate :
24-26 March 2010
Firstpage :
366
Lastpage :
375
Abstract :
We introduce Xampling, a design methodology for analog compressed sensing in which we sample analog bandlimited signals at rates far lower than Nyquist, without loss of information. This allows compression together with the sampling stage. The main principles underlying this framework are the ability to capture a broad signal model, low sampling rate, efficient analog and digital implementation and lowrate baseband processing. In order to break through the Nyquist barrier so as to compress the signals in the sampling process, one has to combine classic methods from sampling theory together with recent developments in compressed sensing. We show that previous attempts at sub-Nyquist sampling suffer from analog implementation issues, large computational loads, and have no baseband processing capabilities. We then introduce the modulated wideband converter which can satisfy all the Xampling desiderata. We also demonstrate a board implementation of our converter which exhibits sub-Nyquist sampling in practice.
Keywords :
Nyquist criterion; analogue-digital conversion; bandlimited signals; data compression; signal sampling; Nyquist rate; Xampling desiderata; analog bandlimited signals; analog compressed sensing; analog data compression; broad signal model; lowrate baseband processing; modulated wideband converter; sampling stage; Baseband; Compressed sensing; Data compression; Demodulation; Digital signal processing; Frequency; Sampling methods; Signal processing; Signal processing algorithms; Signal sampling; analog digital conversion; analog processing circuits; data conversion; sampling methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Compression Conference (DCC), 2010
Conference_Location :
Snowbird, UT
ISSN :
1068-0314
Print_ISBN :
978-1-4244-6425-8
Electronic_ISBN :
1068-0314
Type :
conf
DOI :
10.1109/DCC.2010.39
Filename :
5453480
Link To Document :
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