Title :
Reconstruction Algorithm of Ultrasonic CT Based on Matching Pursuit
Author :
Lingjun Liu ; Zhonghua Xie ; Cui Yang
Author_Institution :
Sch. of Electron. & Inf. Eng., South China Univ. of Technol., Guangzhou, China
Abstract :
Iterative ultrasonic computed tomography (UCT) based on ray theory uses the initial straight line paths to iterate that will lead to error diffusion. In this paper, we focus on the application of industrial flaw detection via UCT, in which the material to be detected is often a collection of a background area and a small amount of defect areas. An effective two-step algorithm is developed to reduce the cumulative error in the image reconstruction. In the first step, a threshold-based method is designed to roughly distinguish defect fuzzy area from background area according to the differences between measured ray travel-times and calculated ray travel-times. In the second step, the Matching Pursuit (MP) is utilized to search defect cells more accurately. Furthermore, in each iteration boundary linear travel-time interpolation (BLTI), a new algorithm proposed by us recently, is applied as the forward algorithm to further reduce the cumulative error and the amount of calculation. Simulated results show that the proposed algorithm outperforms two other methods: SL+SIRT and LTI+SIRT.
Keywords :
computerised tomography; flaw detection; image reconstruction; image segmentation; interpolation; iterative methods; production engineering computing; ray tracing; ultrasonic imaging; ultrasonic materials testing; BLTI; MP; UCT; background area; cumulative error reduction; defect cells; defect fuzzy area; error diffusion; image reconstruction; industrial flaw detection; iteration boundary linear travel-time interpolation; iterative ultrasonic computed tomography; matching pursuit; material detection; ray theory; ray tracing; ray travel-times; reconstruction algorithm; straight line paths; threshold-based method; ultrasonic CT; Acoustics; Computational modeling; Computed tomography; Image reconstruction; Matching pursuit algorithms; Materials; Mathematical model; image reconstruction; matching pursuit (MP); ray tracing; ultrasonic computed tomography (UCT);
Conference_Titel :
Computational Science and Engineering (CSE), 2014 IEEE 17th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4799-7980-6
DOI :
10.1109/CSE.2014.45