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

Michał Majchrowicz

mmajchrowicz@kis.p.lodz.pl
Lodz 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 systems

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

Download


Published
2017-03-03

Cited by

Majchrowicz, M., Kapusta, P., Jackowska-Strumiłło, L., & Sankowski, D. (2017). ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM. Informatyka, Automatyka, Pomiary W Gospodarce I Ochronie Środowiska, 7(1), 37–41. https://doi.org/10.5604/01.3001.0010.4579

Authors

Michał Majchrowicz 
mmajchrowicz@kis.p.lodz.pl
Lodz University of Technology, Institute of Applied Computer Science Poland

Authors

Paweł Kapusta 

Lodz University of Technology, Institute of Applied Computer Science Poland

Authors

Lidia Jackowska-Strumiłło 

Lodz University of Technology, Institute of Applied Computer Science Poland

Authors

Dominik Sankowski 

Lodz University of Technology, Institute of Applied Computer Science Poland

Statistics

Abstract views: 301
PDF downloads: 72


Most read articles by the same author(s)

1 2 > >>