ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
Michał Majchrowicz
mmajchrowicz@kis.p.lodz.plLodz University of Technology, Institute of Applied Computer Science (Poland)
Paweł Kapusta
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Lidia Jackowska-Strumiłło
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Dominik Sankowski
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Abstract
Electrical capacitance tomography is an innovative method for visualization of industrial processes. One of its main advantages is it’s high time resolution that allows to the usage of ECT in systems with high volatility. In recent years there has been significant development of electrical capacitance tomography 3D, which however, has significantly reduced industrial it’s applications due to the complicated process of image reconstruction. The authors propose the use of multi-node, multi-GPU system to accelerate the process of image reconstruction in ECT 3D.
Keywords:
Electrical capacitance tomography, reconstruction algorithms, matrix computations, distributed systemsReferences
Banasiak R., Wajman R., Soleimani M.: An efficient nodal Jacobian method for 3d electrical capacitance image reconstruction. Insight Non-Destructive Testing and Condition Monitoring 51(1)/2009, 36–38.
Google Scholar
Kapusta P.: Algorytmy równoległego przetwarzania danych pomiarowych i obrazów w wybranych systemach tomografii przemysłowej, PhD Thesis, 2014, 47–50.
Google Scholar
Kirk D., Hwu W.: Programming Massively Parallel Processors, Second Edition: A Hands-on Approach. Morgan Kaufmann Publishers, 2012.
Google Scholar
Lionheart B.: Reconstruction algorithms for permittivity and conductivity imaging, Proceedings of 2nd World Congress on Industrial Process Tomography, 2001, 4–11.
Google Scholar
Soleimani M.: Three-dimensional electrical capacitance tomography imaging. Insight Non-Destructive Testing and Condition Monitoring, 48(10)/2006, 613–617.
Google Scholar
Wajman R., Banasiak R., Mazurkiewicz Ł., Dyakowski T., Sankowski D.: Spatial imaging with 3D capacitance measurements. Measurement Science and Technology, 17(8)/2006, 2113–2118.
Google Scholar
Yang W.Q., Peng L.: Image reconstruction algorithms for electrical capacitance tomography. Measurement Science and Technology IOP Journal 14/2003, R1–R13.
Google Scholar
Authors
Michał Majchrowiczmmajchrowicz@kis.p.lodz.pl
Lodz University of Technology, Institute of Applied Computer Science Poland
Authors
Paweł KapustaLodz University of Technology, Institute of Applied Computer Science Poland
Authors
Lidia Jackowska-StrumiłłoLodz University of Technology, Institute of Applied Computer Science Poland
Authors
Dominik SankowskiLodz University of Technology, Institute of Applied Computer Science Poland
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