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
Statistics
Abstract views: 306PDF downloads: 73
License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Most read articles by the same author(s)
- Adrian Maciej Nowaczyk, Lidia Jackowska-Strumiłło, EMOTION RECOGNITION IN POLISH TEXTS BASED ON KEYWORDS DETECTION METHOD , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 2 (2017)
- Jacek Nowakowski, Piotr Ostalczyk, Dominik Sankowski, APPLICATION OF FRACTIONAL CALCULUS FOR MODELLING OF TWO-PHASE GAS/LIQUID FLOW SYSTEM , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Grzegorz Rybak, Zbigniew Chaniecki, Krzysztof Grudzień, Andrzej Romanowski, Dominik Sankowski, NON–INVASIVE METHODS OF INDUSTRIAL PROCESSES CONTROL , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 4 No. 3 (2014)
- Robert Banasiak, Radosław Wajman, Tomasz Jaworski, Paweł Fiderek, Dominik Sankowski, TWO-PHASE FLOW REGIME THREE-DIMENSONAL VISUALIZATION USING ELECTRICAL CAPACITANCE TOMOGRAPHY – ALGORITHMS AND SOFTWARE , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Rafał Jachowicz, Dominik Sankowski, OPTIMIZATION OF AFFILIATION DETERMINATION OF GEOPOINTS TO LIMITED AREAS ALGORITHMS FOR THE USE OF THE OPENSTREETMAP PROJECT , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 3 No. 4 (2013)
- Michał Paluch, Lidia Jackowska-Strumiłło, DECISION SYSTEM FOR STOCK DATA FORECASTING BASED ON HOPFIELD ARTIFICIAL NEURAL NETWORK , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 6 No. 2 (2016)
- Radosław Wajman, Henryk Fidos, Paweł Fiderek, Tomasz Jaworski, Jacek Nowakowski, Dominik Sankowski, Robert Banasiak, METROLOGICAL EVALUATION OF MEASUREMENT SYSTEM FOR TWO-PHASE FLOW FRACTIONS DETERMINATION USING 3D ELECTRICAL CAPACITANCE TOMOGRAPHY , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 3 No. 3 (2013)
- Krzysztof Grudzień, Dominik Sankowski, METHODS FOR MONITORING GRAVITATIONAL FLOW IN SILOS USING TOMOGRAPHY IMAGE PROCESSING , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Mateusz Miłak, Agnieszka Leszczyńska, Krzysztof Grudzień, Andrzej Romanowski, Dominik Sankowski, SLUG FLOW VELOCITY ESTIMATION DURING PNEUMATIC CONVEYING OF BULK SOLID MATERIALS BASED ON IMAGE PROCESSING TECHNIQUES , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 9 No. 1 (2019)
- Volodymyr Mosorov, Krzysztof Grudzień, Dominik Sankowski, FLOW VELOCITY MEASUREMENT METHODS USING ELECTRICAL CAPACITANCE TOMOGRAPHY , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
