ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM

ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM

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 capacita...

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Main Authors: Michał Majchrowicz, Paweł Kapusta, Lidia Jackowska-Strumiłło, Dominik Sankowski
Format: Article
Language:English
Published: Lublin University of Technology 2017-03-01
Series:Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
Subjects:
Electrical capacitance tomography
reconstruction algorithms
matrix computations
distributed systems
Online Access:https://ph.pollub.pl/index.php/iapgos/article/view/1241
id doaj-1031b2fcb48747e2802ec8860c368b84
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spelling doaj-1031b2fcb48747e2802ec8860c368b842020-11-25T03:43:24ZengLublin University of TechnologyInformatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska 2083-01572391-67612017-03-017110.5604/01.3001.0010.4579ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEMMichał Majchrowicz0Paweł Kapusta1Lidia Jackowska-Strumiłło2Dominik Sankowski3Lodz University of Technology, Institute of Applied Computer ScienceLodz University of Technology, Institute of Applied Computer ScienceLodz University of Technology, Institute of Applied Computer ScienceLodz University of Technology, Institute of Applied Computer Science 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. https://ph.pollub.pl/index.php/iapgos/article/view/1241Electrical capacitance tomographyreconstruction algorithmsmatrix computationsdistributed systems
collection DOAJ
language English
format Article
sources DOAJ
author Michał Majchrowicz
Paweł Kapusta
Lidia Jackowska-Strumiłło
Dominik Sankowski
spellingShingle Michał Majchrowicz
Paweł Kapusta
Lidia Jackowska-Strumiłło
Dominik Sankowski
ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
Electrical capacitance tomography
reconstruction algorithms
matrix computations
distributed systems
author_facet Michał Majchrowicz
Paweł Kapusta
Lidia Jackowska-Strumiłło
Dominik Sankowski
author_sort Michał Majchrowicz
title ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
title_short ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
title_full ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
title_fullStr ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
title_full_unstemmed ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
title_sort acceleration of image reconstruction process in the electrical capacitance tomography 3d in heterogeneous, multi-gpu system
publisher Lublin University of Technology
series Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
issn 2083-0157
2391-6761
publishDate 2017-03-01
description 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.
topic Electrical capacitance tomography
reconstruction algorithms
matrix computations
distributed systems
url https://ph.pollub.pl/index.php/iapgos/article/view/1241
work_keys_str_mv AT michałmajchrowicz accelerationofimagereconstructionprocessintheelectricalcapacitancetomography3dinheterogeneousmultigpusystem
AT pawełkapusta accelerationofimagereconstructionprocessintheelectricalcapacitancetomography3dinheterogeneousmultigpusystem
AT lidiajackowskastrumiłło accelerationofimagereconstructionprocessintheelectricalcapacitancetomography3dinheterogeneousmultigpusystem
AT dominiksankowski accelerationofimagereconstructionprocessintheelectricalcapacitancetomography3dinheterogeneousmultigpusystem
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