DocumentCode :
1496275
Title :
Real-Time Reconstruction of Moving Objects in an Electrical Capacitance Tomography System Using Inter-Frame Correlation
Author :
Teniou, Samir ; Meribout, Mahmoud ; Belarbi, And Khaled
Author_Institution :
Electr. Eng. Dept., Pet. Inst., Abu Dhabi, United Arab Emirates
Volume :
12
Issue :
7
fYear :
2012
fDate :
7/1/2012 12:00:00 AM
Firstpage :
2517
Lastpage :
2525
Abstract :
In this paper, two new electrical capacitance tomography (ECT) algorithms for real-time reconstruction of a sequence of images of moving objects passing through a given two-dimensional section of electrical electrodes are presented. They both explore the inter-frame correlation that usually exists between consecutive frames and use this information as an additional constraint during the reconstruction of the actual frame in solving both its forward and inverse problems. In addition, contrary to the Kalman filter-based tomography technique, both suggested methods maintain the intrinsic non-linearity property of the inverse and forward problems. The proposed algorithms were tested using both synthetic and real ECT data for some moving objects and by adding up to 7% of noise in the values of capacitances. The corresponding experimental results demonstrate that the use of inter-frame correlation for ECT image reconstruction can lead to a significant improvement in image quality, execution time, and stability. Hence, a processing time of up to 175 frames/s was achieved on a single processor PC compatible computer. This interesting performance would be even higher if a dedicated parallel hardware architecture implements some intrinsically parallelizable, though time consuming, subroutines required by the proposed methods, such as matrix multiplication and matrix inversion, is used.
Keywords :
computerised tomography; electrodes; image reconstruction; image sequences; inverse problems; matrix inversion; matrix multiplication; microprocessor chips; ECT data; ECT image reconstruction; Kalman filter-based tomography technique; actual frame reconstruction; dedicated parallel hardware architecture; electrical capacitance tomography system; electrical electrode two-dimensional section; interframe correlation; intrinsic nonlinearity property; inverse problems; matrix inversion; matrix multiplication; moving object image sequence real-time reconstruction; single processor PC compatible computer; Capacitance; Correlation; Electrodes; Equations; Finite element methods; Image reconstruction; Permittivity; Basis constraint method; electrical capacitance tomography; finite element method; motion estimation; moving objects;
fLanguage :
English
Journal_Title :
Sensors Journal, IEEE
Publisher :
ieee
ISSN :
1530-437X
Type :
jour
DOI :
10.1109/JSEN.2012.2194735
Filename :
6184268
Link To Document :
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