PARAMETRIC METHODS FOR ECT INVERSE PROBLEM SOLUTION IN SOLID FLOW MONITORING

Andrzej  Romanowski; Krzysztof  Grudzień; Hela  Garbaa; Lidia Jackowska-Strumiłło

doi:10.5604/01.3001.0010.4582

Open full text

pdf

Published: Mar 3, 2017

DOI: https://doi.org/10.5604/01.3001.0010.4582

Issue Vol. 7 No. 1 (2017)

Articles

STUDY OF DEGRADATION AND GRANULAR FLOW PROCESSES USING X-RAY IMAGING
Laurent Babout , Krzysztof Grudzień, Marcin Janaszewski, Łukasz Jopek

5-10
TWO-PHASE FLOW REGIME THREE-DIMENSONAL VISUALIZATION USING ELECTRICAL CAPACITANCE TOMOGRAPHY – ALGORITHMS AND SOFTWARE
Robert Banasiak, Radosław Wajman, Tomasz Jaworski, Paweł Fiderek, Dominik Sankowski

11-16
INTELLIGENT SYSTEM FOR THE TWO-PHASE FLOWS DIAGNOSIS AND CONTROL ON THE BASIS OF RAW 3D ECT DATA
Paweł Fiderek, Tomasz Jaworski, Robert Banasiak, Jacek Nowakowski, Jacek Kucharski, Radosław Wajman

17-23
METHODS FOR MONITORING GRAVITATIONAL FLOW IN SILOS USING TOMOGRAPHY IMAGE PROCESSING
Krzysztof Grudzień, Dominik Sankowski

24-29
FLOW VELOCITY MEASUREMENT METHODS USING ELECTRICAL CAPACITANCE TOMOGRAPHY
Volodymyr Mosorov, Krzysztof Grudzień, Dominik Sankowski

30-36
ACCELERATION OF IMAGE RECONSTRUCTION PROCESS IN THE ELECTRICAL CAPACITANCE TOMOGRAPHY 3D IN HETEROGENEOUS, MULTI-GPU SYSTEM
Michał Majchrowicz, Paweł Kapusta, Lidia Jackowska-Strumiłło, Dominik Sankowski

37-41
APPLICATION OF FRACTIONAL CALCULUS FOR MODELLING OF TWO-PHASE GAS/LIQUID FLOW SYSTEM
Jacek Nowakowski, Piotr Ostalczyk, Dominik Sankowski

42-45
MULTI PHASE FLOW MEASUREMENTS WITH THE APPLICATION OF ECT/ERT DECART MULTIMODALITY TOMOGRAPH
Jacek Nowakowski, Robert Banasiak, Radosław Wajman, Dominik Sankowski

46-49
PARAMETRIC METHODS FOR ECT INVERSE PROBLEM SOLUTION IN SOLID FLOW MONITORING
Andrzej Romanowski, Krzysztof Grudzień, Hela Garbaa, Lidia Jackowska-Strumiłło

50-54
TOPOLOGICAL ALGORITHMS TO SOLVE INVERSE PROBLEM IN ELECTRICAL TOMOGRAPHY
Tomasz Rymarczyk

55-58
MONITORING DAMAGE AND DAMPNESS IN FLOOD EMBANKMENT BY ELECTRICAL IMPEDANCE TOMOGRAPHY
Tomasz Rymarczyk, Przemysław Adamkiewicz

59-62
LEVEL SETS AND COMPUTATIONAL INTELLIGENCE ALGORITHMS TO MEDICAL IMAGE ANALYSIS IN E-MEDICUS SYSTEM
Tomasz Rymarczyk

63-67
NONDESTRUCTIVE METHOD TO DETERMINE MOISTURE AREA IN HISTORICAL BUILDING
Tomasz Rymarczyk, Przemysław Adamkiewicz

68-71
HYBRID TECHNIQUES TO SOLVE OPTIMIZATION PROBLEMS IN EIT
Tomasz Rymarczyk, Paweł Tchórzewski

72-75
USING ELECTRICAL IMPEDANCE TOMOGRAPHY IN LINEAR ARRAYS OF MEASUREMENT
Tomasz Rymarczyk

76-79
COUPLING BOUNDARY ELEMENT METHOD WITH LEVEL SET METHOD TO SOLVE INVERSE PROBLEM
Tomasz Rymarczyk, Paweł Tchórzewski, Jan Sikora

80-83
DETECTION OF AIR GAPS IN COPPER-MINE CEILING BY ELECTRICAL IMPEDANCE TOMOGRAPHY
Tomasz Rymarczyk, Paweł Tchórzewski, Jan Sikora

84-87
MEASURING DATA ACQUISITION HARDWARE FOR ELECTRICAL IMPEDANCE TOMOGRAPHY
Tomasz Rymarczyk, Karol Duda, Paweł Rymarczyk, Daniel Olchowy, Jan Sikora

88-91
CONCEPT OF DETECTION SYSTEM TO LOCALIZE INSIDE CLOSED AREA BY RADIO TOMOGRAPHIC IMAGING
Tomasz Rymarczyk, Przemysław Adamkiewicz, Jakub Szumowski, Konrad Niderla, Łukasz Gołąbek, Jan Sikora

92-95
IDEA OF PARAMETRIC AND SEMANTIC OPEN PLATFORM SMART DEVICES SENSOR
Tomasz Rymarczyk, Grzegorz Kłosowski, Przemysław Adamkiewicz, Karol Duda, Jakub Szumowski, Paweł Tchórzewski

96-100
IDEA OF ELECTRICAL TOMOGRAPHY SYSTEM FOR MONITORING LUNG VENTILATION
Tomasz Rymarczyk, Przemysław Adamkiewicz, Paweł Tchórzewski

101-104
METHODS OF SMALL CAPACITANCE MEASUREMENT IN ELECTRICAL CAPACITANCE TOMOGRAPHY
Waldemar Smolik, Jacek Kryszyn, Tomasz Olszewski, Roman Szabatin

105-110
DEVELOPMENT OF ELECTRICAL CAPACITANCE TOMOGRAPH DESIGN IN THE NUCLEAR AND MEDICAL ELECTRONICS DIVISION
Jacek Kryszyn, Waldemar Smolik, Tomasz Olszewski, Roman Szabatin

111-114
LINEAR OVER RANGES ITERATIVE ALGORITHMS FOR IMAGE RECONSTRUCTION IN ELECTRICAL CAPACITANCE TOMOGRAPHY
Waldemar Smolik, Jacek Kryszyn

115-120
NEEDLE DETECTOR OF X-RAY AND GAMMA RADIATION
Grzegorz Domański, Roman Szabatin, Piotr Brzeski, Bogumił Konarzewski

121-124
DEVELOPMENT OF MAGNETIC NANOPARTICLES TOMOGRAPHY IN NUCLEAR AND MEDICAL ELECTRONICS DIVISION
Przemysław Wróblewski, Waldemar Smolik

125-129
GAIN PREDICTION THEORY OF SINGLE FOIL GAS ELECTRON MULTIPLIER DETECTOR
Grzegorz Domański, Roman Szabatin, Jerzy Kalenik, Adam Jaworski, Przemysław Wróblewski, Waldemar Smolik, Robert Kurjata, Bogusław Konarzewski, Michał Dziewiecki, Janusz Marzec, Krzysztof Zaremba, Marcin Ziembicki, Andrzej Rychter, Jacek Kryszyn, Piotr Brzeski, Jan Szmidt

130-132
INCREASING THE SIGNAL TO NOISE RATIO IN LOW-FIELD MR SCANNER AT DEPARTMENT OF NUCLEAR AND MEDICAL ELECTRONICS
Michał Wieteska, Wojciech Obrębski, Ewa Piątkowska-Janko, Błażej Sawionek, Piotr Bogorodzki

133-136
TOOLBOX FOR 3D MODELLING AND IMAGE RECONSTRUCTION IN ELECTRICAL CAPACITANCE TOMOGRAPHY
Jacek Kryszyn, Waldemar Smolik

137-145
2D MODELLING OF A SENSOR FOR ELECTRICAL CAPACITANCE TOMOGRAPHY IN ECTSIM TOOLBOX
Jacek Kryszyn, Waldemar Smolik

146-149
COIL DESIGN WITH LITZE WIRE FOR MAGNETIC PARTICLE SPECTROMETRY
Przemysław Wróblewski, Waldemar Smolik

150-153
BOUNDARY ELEMENT METHOD MODYFICATIONS FOR USE IN SOME IMPEDANCE AND OPTICAL TOMOGRAPHY APPLICATIONS
Maciej Pańczyk, Jan Sikora

154-160
REVIEW OF METHODS OF MEASURING BASED ON OPTICAL TOMOGRAPHY APPLICABLE TO DETERMINING FLOW PARAMETERS OF GAS-LIQUID
Mariusz Rząsa, Ewelina Podgórni

161-164

DOI

https://doi.org/10.5604/01.3001.0010.4582

Authors

Andrzej Romanowski

androm@kis.p.lodz.pl

Lodz University of Technology, Institute of Applied Computer Science, Poland

Krzysztof Grudzień

kgrudzi@kis.p.lodz.pl

Lodz University of Technology, Institute of Applied Computer Science, Poland

Hela Garbaa

hgarbaa@kis.p.lodz.pl

Lodz University of Technology, Institute of Applied Computer Science, Poland

Lidia Jackowska-Strumiłło

lidia_js@kis.p.lodz.pl

Lodz University of Technology, Institute of Applied Computer Science, Poland

Abstract

The article presents the parametrisation-based methods of monitoring of the process of gravitational silo discharging with aid of capacitance tomography techniques. Proposed methods cover probabilistic Bayes’ modelling, including spatial and temporal analysis and Markov chain Monte Carlo methods as well as process parametrisation with artificial neural networks. In contrast to classical image reconstruction-based methods, parametric modelling allows to omit this stage as well as abandon the associated reconstruction errors. Parametric modelling enables the direct analysis of significant parameters of investigated process that in turn results in easier incorporation into the control feedback loop. Presented examples are given for the gravitational flow of bulk solids in silos.

Keywords:

electrical capacitance tomography, tomography image processing, gravitational flow, granular material

References

Banasiak R., Wajman R., Jaworski T., Fiderek P., Fidos H., Nowakowski J., Sankowski D.: Study on two-phase flow regime visualization and identification using 3D electrical capacitance tomography and fuzzy-logic classification. International Journal of Multiphase Flow, 58/2014, 1–14.

Buick J.M., Chavez-Sagarnaga J., Zhing Z., Ooi J.Y., Pankaj D.M., Cambell D.M., Greated C.A.: Investigation of silo-honking: slip-stick excitation and wall vibration. Journal of Engineering Mechanics ASCE, 131(3)/2005, 299–307.

Chaniecki Z., Dyakowski T., Niedostatkiewicz M., Sankowski D.: Application of electrical capacitance tomography for bulk solids flow analysis in silos. Particle and Particle Systems Characterization, 23(3-4)/2006, 306–312.

Dhoriyani M.L., Jonnalagadda K.K., Kandikatla R.K., Rao K.K.: Silo music: sound emission during the flow of granular materials through tubes. Powder Technology, 167/2006, 55–71.

Dyakowski T., Edwards R.B., Xie C.G., Williams RA.: Application of capacitance tomography to gas-solid flows. Chemical Engineering Science, 52/1997, 2099–2110.

Garbaa H., Jaksowska-Strumiłło L., Grudzień K., Romanowski A.: Neural network approach to ECT Inverse problem solving for estimation of gravitational solids flow, Proceedings of the Federated Conference, Computer Science and Information Systems, 2014, 19–26.

Grudzień K., Romanowski A., and Williams RA.: Application of a Bayesian Approach to the Tomographic Analysis of Hopper Flow. Particle & Particle Systems Characterization, 22/2006, 246–253.

Grudzień K., Chaniecki Z., Romanowski A., Niedostatkiewicz M., Sankowski D.: Image Analysis Methods for Shear Zone Measurements during Silo Discharging Process. Chinese Journal of Chemical Engineering, 22/2012, 337–345.

Grudzień K., Romanowski A., Aykroyd RG., Williams RA.: Advanced statistical computing for capacitance tomography as a monitoring and control tool. Intelligent Systems Design and Applications, 2005, 49–54.

Grudzień K., Romanowski A., Aykroyd R.G., Williams R.A., Mosorov V.: Parametric Modelling Algorithms in Electrical Capacitance Tomography for Multiphase Flow Monitoring, Perspective Technologies and Methods in MEMS Design. Proceedings of the 2nd International Conference on, 2006, 100–106.

Haykin S.: Neural Networks: a comprehensive foundation – 2nd ed. Prentice Hall, 1999.

Isaksen Ø., Nordtvedt J.E.: A new reconstruction algorithm for use with capacitance-based tomography. Modeling, Identification and Control, 15/1994, 9–21.

Lionheart W.R.B.: Review: Developments in EIT reconstruction algorithms: pitfalls, challenges and recent development. Physiol. Meas., 25/2004, 125–142.

McCormick Sf., Wade J.G.: Multigrid solution of a linearized, regularized least-squares problem in electrical impedance tomography. Inverse Problems, 9/1993, 697.

Mosorov V.: Flow Pattern Tracing for Mass Flow Rate Measurement in Pneumatic Conveying Using Twin Plane Electrical Capacitance Tomography. Particle & Particle Systems Characterization, 25(3)/2008, 259–265.

Muite B.K., Quinn F.S., Sundaresan S., Rao K.K.: Silo music and silo quake: granular flow-induced vibration. Powder Technology, 145/2004, 190–202.

Niedostatkiewicz M., Tejchman J.: Experimental and theoretical studies on resonance dynamic effects during silo flow. Powder Handling and Processing, 15(1)/2003, 36–42.

Pląskowski A., Beck M.S., Thorn R., Dyakowski T.: Imaging industrial flows, applications of electrical process tomography. Institute of Physics Publishing, Bristol, 1995, 214.

Romanowski A., Grudzień K., Williams R.A.: Analysis and Interpretation of Hopper Flow Behaviour Using Electrical Capacitance Tomography. Particle & Particle Systems Characterization, 23/2006, 297–305.

Romanowski A., Grudzień K., Chaniecki Z., Woźniak P.: Contextual processing of ECT measurement information towards detection of process emergency states. Thirteenth International Conference on Hybdrid Intelligent Systems (HIS 2013), 2013, 292–298.

Rymarczyk T., Filipowicz S.F., Sikora J.: Comparing methods of image reconstruction in electrical impedance tomography. Computer Applications In Electrical Engineering, 9/2011, 23–33.

Sankowski D., Sikora J.: Electrical Capacitance Tomography: Theoretical Basis and Applications, edited by Dominik Sankowski and Jan Sikora, Wydawnictwa Książkowe Instytutu Elektrotechniki, 2010.

Schulze D.: Powders and Bulk Solids, Springer, 2008, 516.

Scott D.M., McCann H.: Process Imaging for automatic control, Taylor and Francis Group, 2005.

Seville J.P.K., Tuzun U., Clift R.: Processing of Particulate Solids, Blackie Academic, London, 1997.

Stasiak M., Sikora J., Filipowicz S.F., Nita K.: Principal component analysis and artificial neural network approach to electrical impedance tomography problems approximated by multi-region boundary element method. Engineering Analyses with Boundary Elements, 31/2007, 713–720.

Vauhkonen M., Vadasz D., Karjalainen P.A., Somersalo E., Kaipio J.P.: Tikhonov regularization and prior information in electrical impedance tomography. Medical Imaging, IEEE Transactions on, 17/1998, 285–293.

West R.M, Jia X, Williams R.A.: Parametric modeling in industrial process tomography. Chemical Engineering Journal, 77/2000, 31–36.

West R.M., Meng S., Aykroyd R.G., Williams R.A.: Spatial-temporal modeling for electrical impedance imaging of a mixing process. Rev. Sci. Instrum. 76/2005, 073703.

Winkler G.: Image Analysis, Random Fields and Markov Chain Monte Carlo: A Mathematical Introduction (2nd Ed.). Berlin, Heidelberg: Springer-Verlag., 2003.

Yang W.Q., Liu S.: Role of tomography in gas/solids flow measurement. Flow Meas. and Instrum., 11/2000, 237–244.

Yang W.Q., Peng L.: Image reconstruction algorithms for electrical capacitance tomography. Meas. Sci. Technol. 14/2003, R1–R13.

Romanowski, A. ., Grudzień, K. ., Garbaa, H. ., & Jackowska-Strumiłło, L. (2017). PARAMETRIC METHODS FOR ECT INVERSE PROBLEM SOLUTION IN SOLID FLOW MONITORING. Informatyka, Automatyka, Pomiary W Gospodarce I Ochronie Środowiska, 7(1), 50–54. https://doi.org/10.5604/01.3001.0010.4582

PARAMETRIC METHODS FOR ECT INVERSE PROBLEM SOLUTION IN SOLID FLOW MONITORING

Issue Vol. 7 No. 1 (2017)

Archives

DOI

Authors

Abstract

Keywords:

References

License

Article Sidebar

Issue Vol. 7 No. 1 (2017)

Archives

Main Article Content

DOI

Authors

Abstract

Keywords:

References

Article Details

License