DocumentCode
1424764
Title
Innovation Rate Sampling of Pulse Streams With Application to Ultrasound Imaging
Author
Tur, Ronen ; Eldar, Yonina C. ; Friedman, Zvi
Author_Institution
Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
Volume
59
Issue
4
fYear
2011
fDate
4/1/2011 12:00:00 AM
Firstpage
1827
Lastpage
1842
Abstract
Signals comprised of a stream of short pulses appear in many applications including bioimaging and radar. The recent finite rate of innovation framework, has paved the way to low rate sampling of such pulses by noticing that only a small number of parameters per unit time are needed to fully describe these signals. Unfortunately, for high rates of innovation, existing sampling schemes are numerically unstable. In this paper we propose a general sampling approach which leads to stable recovery even in the presence of many pulses. We begin by deriving a condition on the sampling kernel which allows perfect reconstruction of periodic streams from the minimal number of samples. We then design a compactly supported class of filters, satisfying this condition. The periodic solution is extended to finite and infinite streams and is shown to be numerically stable even for a large number of pulses. High noise robustness is also demonstrated when the delays are sufficiently separated. Finally, we process ultrasound imaging data using our techniques and show that substantial rate reduction with respect to traditional ultrasound sampling schemes can be achieved.
Keywords
filtering theory; medical image processing; signal reconstruction; signal sampling; ultrasonic imaging; general sampling approach; innovation rate sampling; periodic stream reconstruction; pulse streams; substantial rate reduction; ultrasound imaging data; ultrasound sampling schemes; Analog-to-digital conversion; annihilating filters; compressed sensing; finite rate of innovation; perfect reconstruction; sub-Nyquist sampling; ultrasound imaging;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2011.2105480
Filename
5686950
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