Title :
Narrowband ultrasonic detection with high range resolution: separating echoes via compressed sensing and singular value decomposition
Author :
Guangming Shi ; Chongyu Chen ; Jie Lin ; Xuemei Xie ; Xuyang Chen
Author_Institution :
Sch. of Electron. Eng., Xidian Univ., Xi´an, China
fDate :
10/1/2012 12:00:00 AM
Abstract :
It is well known that broader bandwidth leads to higher range resolution, but in ultrasonic flaw detection, the bandwidth is often limited. That is, the upper frequency of the transmitted signal is bounded by the attenuation of highfrequency ultrasound, especially when the penetration depth is large. In this case, only the band-limited signals are suitable for far-field detection. Fortunately, theoretical analysis in this paper shows that narrowband detection has greater potential for obtaining high range resolution compared with broadband detection. However, it is difficult to fully utilize this potential because of the severe overlap of narrowband echoes. As a result, we propose a novel approach for separating highly overlapping narrowband echoes in this paper to improve the resolution of range imaging. In our approach, in addition to a formulation following the emerging theory of sparse representation and compressed sensing, singular value decomposition is also employed to capture the main features of the signals, making this approach robust to moderate signal distortions. Numerous simulations and experiments on real data show that the proposed approach is able to fully utilize the potential of narrowband detection and outperforms other competitive methods in terms of stability and accuracy.
Keywords :
acoustic signal processing; compressed sensing; distortion; echo; flaw detection; singular value decomposition; ultrasonic devices; ultrasonic measurement; band-limited signals; broadband detection; compressed sensing; far-field detection; high range resolution; highfrequency ultrasound; highly overlapping narrowband echoes; narrowband detection; narrowband ultrasonic detection; penetration depth; range imaging; signal distortions; singular value decomposition; sparse representation; stability; theoretical analysis; transmitted signal; ultrasonic flaw detection; upper frequency; Acoustics; Attenuation; Dictionaries; Diffraction; Narrowband; Signal resolution; Algorithms; Computer Simulation; Image Processing, Computer-Assisted; Signal Processing, Computer-Assisted; Ultrasonography;
Journal_Title :
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
DOI :
10.1109/TUFFC.2012.2449