Title :
Frequency detection from multiplexed compressed sensing of noisy signals
Author :
Satyanarayana, J.V. ; Ramakrishnan, A.G.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
Abstract :
Signal acquisition under a compressed sensing scheme offers the possibility of acquisition and reconstruction of signals sparse on some basis incoherent with measurement kernel with sub-Nyquist number of measurements. In particular when the sole objective of the acquisition is the detection of the frequency of a signal rather than exact reconstruction, then an undersampling framework like CS is able to perform the task. In this paper we explore the possibility of acquisition and detection of frequency of multiple analog signals, heavily corrupted with additive white Gaussian noise. We improvise upon the MOSAICS architecture proposed by us in our previous work to include a wider class of signals having non-integral frequency components. This makes it possible to perform multiplexed compressed sensing for general frequency sparse signals.
Keywords :
AWGN; signal detection; signal reconstruction; MOSAICS architecture; additive white Gaussian noise; frequency detection; multiple analog signal; multiplexed compressed sensing; noisy signal; signal acquisition; signal reconstruction; Compressed sensing; Discrete Fourier transforms; Frequency division multiplexing; Multiple signal classification; Signal to noise ratio; A/D Conversion; MUSIC; Multiplexed signal acquisition; Non-integer frequency; Signal reconstruction; Spectral Compressed Sensing; Sub-Nyquist sampling;
Conference_Titel :
Communications (NCC), 2011 National Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-61284-090-1
DOI :
10.1109/NCC.2011.5734718