Title :
Computational efficiency of ultrasonic guided wave imaging algorithms
Author :
Hall, James S ; Michaels, Jennifer
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
fDate :
1/1/2011 12:00:00 AM
Abstract :
Guided wave imaging techniques employed for structural health monitoring (SHM) can be computationally demanding, especially for adaptive techniques such as minimum variance distortionless response (MVDR) imaging, which requires a matrix inversion for each pixel calculation. Instantaneous windowing has been shown in previous work to improve guided wave imaging performance. The use of instantaneous windowing has the additional benefit of significantly reducing the computational requirements of image generation. This paper derives a formulation for MVDR imaging using instantaneous windowing and shows that the matrix inversion associated with MVDR imaging can be optimized, reducing the computational complexity to that of conventional delay-and-sum imaging algorithms. Additionally, a vectorized approach is presented for implementing guided wave imaging algorithms, including delay-and-sum imaging, in matrix-based software packages. The improvements in computational efficiency are quantified by measuring computation time for different array sizes, windowing assumptions, and imaging methods.
Keywords :
acoustic waveguides; computational complexity; condition monitoring; image processing; matrix inversion; structural engineering; ultrasonic imaging; vectors; computational complexity; computational efficiency; delay-and-sum imaging algorithms; instantaneous windowing; matrix inversion; matrix-based software packages; minimum variance distortionless response imaging; pixel calculation; structural health monitoring; ultrasonic guided wave imaging algorithms; vectorized approach; Algorithm design and analysis; Arrays; Correlation; Imaging; Pixel; Software algorithms; Transducers; Algorithms; Image Processing, Computer-Assisted; Ultrasonography;
Journal_Title :
Ultrasonics, Ferroelectrics, and Frequency Control, IEEE Transactions on
DOI :
10.1109/TUFFC.2011.1792