SLUG FLOW VELOCITY ESTIMATION DURING PNEUMATIC CONVEYING OF BULK SOLID MATERIALS BASED ON IMAGE PROCESSING TECHNIQUES
Mateusz Miłak
mmilak@iis.p.lodz.plLodz University of Technology, Institute of Applied Computer Science (Poland)
http://orcid.org/0000-0003-1887-2985
Agnieszka Leszczyńska
Lodz University of Technology, Institute of Applied Computer Science (Poland)
http://orcid.org/0000-0002-2475-999X
Krzysztof Grudzień
Lodz University of Technology, Institute of Applied Computer Science (Poland)
http://orcid.org/0000-0003-4472-8100
Andrzej Romanowski
Lodz University of Technology, Institute of Applied Computer Science (Poland)
http://orcid.org/0000-0001-5241-0405
Dominik Sankowski
Lodz University of Technology, Institute of Applied Computer Science (Poland)
http://orcid.org/0000-0003-2223-6690
Abstract
The article presents the use of fast cameras and image processing and analysis methods to determine the velocity of pneumatic transport of bulk material. The presented solution is dedicated to the analysis of dense flow in the form of slugs moving in a horizontal section of the pipeline. The developed image-processing algorithm is based on the estimation of the bulk solid material level in the pipeline in particular moments of the process. The acquisition of an image containing the area of two separate sections of the pipeline allows to determine the shift-time of material between two pre-defined pipeline regions. The obtained results indicate the proper action of the developed system
Keywords:
CCD camera, image processing, pneumatic conveying, flow velocityReferences
Abdalellah O. Mohmmed, Mohammad S. Nasif, Hussain H. Al-Kayiem, Rune W. Time: Measurements of translational slug velocity and slug length using an image processing technique. Flow Measurement and Instrumentation 50/2016, 112–120.
Google Scholar
Abdolahzare Z., Mehdizadeh S.A.: Nonlinear mathematical modeling of seed spacing uniformity of a pneumatic planter using genetic programming and image processing. Neural Computing and Applications 29/2018, 363–375, [DOI: 10.1007/s00521-016-2450-1].
Google Scholar
Chaniecki Z., Grudzień K., Jaworski T., Rybak G., Romanowski A., Sankowski D.: Diagnostic system of gravitational solid flow based on weight and accelerometer signal analysis using wireless data transmission technology. Diagnostic of gravitational solid 17(4)/2013, 319–326.
Google Scholar
Chaniecki Z., Sankowski D.: Monitorowanie i diagnozowanie stanów dynamicznych z użyciem tomografii procesowej. Diagnostyka procesów i systemów, Warszawa 2007, 388–394.
Google Scholar
Fiderek P., Wajman R., Kucharski J.: Fuzzy clustering based algorithm for determination for the two-phase gas-liquid flows similarity level. Przegląd Elektrotechniczny 90(2)/2014, 52–55.
Google Scholar
Gao L., Yan Y., Lu G.: Contour-based Image Segmentation for On-line Size distribution Measurement of Pneumatically Conveyed Particles. IEEE International Instrumentation and Measurement Technology Conference, Binjiang 2011, 1–5, [DOI: 10.1109/IMTC.2011.5944318].
Google Scholar
Grudzien K., Chaniecki Z., Romanowski A., Niedostatkiewicz M., Sankowski D.: ECT Image Analysis Methods for Shear Zone Measurements during Silo Discharging Process. Chinese Journal of Chemical Engineering 20(2)/2012, 337–345, [DOI:10.1016/S1004-9541(12)60396-6].
Google Scholar
Grudzień K., Chaniecki Z., Rybak G., Niedostatkiewicz M., Matusiak B., Romanowski A.: Multi-measurement system of gravitational flow process in slim large-scale silo. 7th World Congress on Industrial Process Tomography, WCIPT7, Kraków 2013.
Google Scholar
Grudzień K., Romanowski A., Chaniecki Z., Niedostatkiewicz M., Sankowski D.: Description of the silo flow and bulk solid pulsation detection using ECT. Flow Measurement and Instrumentation 21/2010, 198–206.
Google Scholar
Grudzien K., Romanowski A., Sankowski D. & R. A. Williams (2007), Gravitational Granular Flow Dynamics Study Based on Tomographic Data Processing. Particulate, Science and Technology 26(1)/2008, 67–82, [DOI: 10.1080/02726350701759373].
Google Scholar
Honkanen M., Eloranta H., Saarenrinne P.: Digital imaging measurement of dense multiphase flows in industrial processes. Flow Measurement and Instrumentation 21/2010, 25–32.
Google Scholar
Jaworski A.J., Dyakowski T.: Application of electrical capacitance tomography for measurement of gas-solids flow characteristics in a pneumatic conveying system. Meas. Sci. Technol. 12/2001, 1109–1119.
Google Scholar
Jaworski A.J., Dyakowski T.: Application of electrical capacitance tomography for measurement of gas-solids flow characteristics in a pneumatic conveying system. Meas. Sci. Technol. 12/2001, 1109–1119.
Google Scholar
Li J., Webb C., Pandiella S.S., Campbell G.M., Dyakowski T., Cowell A., McGlinchey D.: Solids deposition in low-velocity slug flow pneumatic conveying. Chemical Engineering and Processing 44/2005, 167–173.
Google Scholar
Mi Bo: Low-velocity pneumatic transportation of bulk solids. Ph.D. thesis, Department of Mechanical Engineering, University of Wollongong, 1994. http://ro.uow.edu.au/theses/83.
Google Scholar
Miłak M., Chaniecki Z., Sankowski D., Grudzień K., Romanowski A.: Image processing for evaluation of settled layer during pneumatic conveying of granular solids. IIPhDW 2018.
Google Scholar
Miłak M., Grudzień K., Romanowski A., Sankowski D.: Analysis of Slug Flows in Pneumatic Conveying of Solid based on CCD, IIPhDW 2017.
Google Scholar
Mosorov V.: Phase spectrum method for time delay estimation using twin-plane electrical capacitance tomography. Electronics letters 42(11)/2006, 0013–5194.
Google Scholar
Niederreiter G., Strauss M., Sommer K., Herrmann H.: Investigations on the formation and stability of plugs at dense-phase pneumatic conveying. International Congress for Particle Technology Nürnberg, PARTEC, 2004.
Google Scholar
Pan R., Wypych P.W.: Pressure drop and slug velocity in low-velocity pneumatic conveying of bulk solids. Powder Technology 94/1997, 123–132.
Google Scholar
Romanowski A., Grudzien K., Chaniecki Z., Wozniak P.: Contextual processing of ECT measurement information towards detection of process emergency states. 13th International Conference on Hybrid Intelligent Systems – HIS 2013, 291–297, [DOI: 10.1109/HIS.2013.6920448].
Google Scholar
Romanowski A., Grudzień K., Aykroyd R., Williams R.: Advanced Statistical Analysis as a Novel Tool to Pneumatic Conveying Monitoring and Control Strategy Development. Part. Part. Syst. Charact. 23(3-4)/2006, 289–296.
Google Scholar
Saoud A., Mosorov V., Grudzien K.: Measurement of velocity of gas/solid swirl flow using Electrical Capacitance Tomography and cross correlation technique. Flow Measurement and Instrumentation 53/2017, 133–140, [DOI: 10.1016/j.flowmeasinst.2016.08.003].
Google Scholar
Soleimani M., Mitchell CN., Banasiak R., Wajman R., Adler A.: Four-dimensional electrical capacitance tomography imaging using experimental data. Progress in Electromagnetics Research 90/2009, 171–180.
Google Scholar
Authors
Mateusz Miłakmmilak@iis.p.lodz.pl
Lodz University of Technology, Institute of Applied Computer Science Poland
http://orcid.org/0000-0003-1887-2985
Authors
Agnieszka LeszczyńskaLodz University of Technology, Institute of Applied Computer Science Poland
http://orcid.org/0000-0002-2475-999X
Authors
Krzysztof GrudzieńLodz University of Technology, Institute of Applied Computer Science Poland
http://orcid.org/0000-0003-4472-8100
Authors
Andrzej RomanowskiLodz University of Technology, Institute of Applied Computer Science Poland
http://orcid.org/0000-0001-5241-0405
Authors
Dominik SankowskiLodz University of Technology, Institute of Applied Computer Science Poland
http://orcid.org/0000-0003-2223-6690
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