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
Link To Document :
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