INTELLIGENT SYSTEM FOR THE TWO-PHASE FLOWS DIAGNOSIS AND CONTROL ON THE BASIS OF RAW 3D ECT DATA
Paweł Fiderek
p.fiderek@kis.p.lodz.plLodz University of Technology, Institute of Applied Computer Science (Poland)
Tomasz Jaworski
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Robert Banasiak
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Jacek Nowakowski
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Jacek Kucharski
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Radosław Wajman
Lodz University of Technology, Institute of Applied Computer Science (Poland)
Abstract
In this paper the new intelligent system for two-phase flows diagnosis and control is presented. The authors developed a fuzzy inference system for two phase flows recognition based on the raw 3D ECT data statistical analysis and fuzzy classification which identify the flow structure in real-time mode. The non-invasive three-dimensional monitoring is possible to conduct even in non-transparent and non-accessible parts of the pipeline. Presented system is also equipped with the two phase gas-liquid flows installation control module based on fuzzy inference which includes the feedback information from the recognition module. The intelligent control module working in a feed-back loop keep the sets of required flow regime. Presented in this paper fuzzy algorithms allow to recognize the two phase processes similar to the human expert and to control the process in the same, very intuitively way. Using of the artificial intelligence in the industrial applications allows to avoid any random errors as well as breakdowns and human mistakes suffer from lack of objectivity. An additional feature of the system is a universal multi-touched monitoring-control panel which is an alternative for commercial solution and gives the opportunity to build user own virtual model of the flow rig to efficiently monitor and control the process.
Keywords:
fuzzy inference, fuzzy logic, fuzzy control, 3D capacitance tomography, raw measurement data analysis, fluid flow measurement and controlReferences
Banasiak R, Wajman R, Sankowski D., Soleimani M.: Three-dimensional nonlinear inversion of electrical capacitance tomography data using a complete sensor model Prog. Electromagn. Res., 100/2010, 219–234.
Google Scholar
Bellman R.E., Zadeh L.A.: Decision-Making in a Fuzzy Environment Manage. Science, 17B/1970, 141–164.
Google Scholar
Brauner N., Maron D.M.: Analysis of stratified/nonstratified transitional boundaries in horizontal gas—liquid flows Chem. Eng. Sci., 46/1991, 1849–1859.
Google Scholar
Chhabra R.P., Richardson J.F.: Encyclopedia of Fluid Mechanics ed N P Cheremisinoff (Houston: Gulf), 1986.
Google Scholar
Dziubinski M., Fidos H., Sosno M.: The flow pattern map of a two-phase non-Newtonian liquid-gas flow in the vertical pipe. Int. J. Multiph. Flow, 30/2004, 551–563.
Google Scholar
Fiderek P., Wajman R., Kucharski J.: Fuzzy clustering based algorithm for determination of the two-phase gas-liquid flows similarity level. Przegląd Elektrotechniczny, 2/2014, 52–55.
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 J. Chem. Eng., 20/2012, 337–345.
Google Scholar
Grudzien K., Romanowski A., Chaniecki Z., Niedostatkiewicz M., Sankowski D.: Description of the silo flow and bulk solid pulsation detection using ECT Flow. Meas. Instrum., 21/2010, 198–206.
Google Scholar
Hewitt G.F., Roberts D.N.: Studies of two-phase flow patterns by simultaneous x-ray and flash photography (Berkshire: Atomic Energy Research Establishment, Harwell (England)), 1969.
Google Scholar
Ji H.J.H., Huang Z.H.Z., Wang B.W.B., Li H.L.H.: Monitoring system of gas-liquid two-phase flow Proc. 21st IEEE Instrum. Meas. Technol. Conf. (IEEE Cat. No.04CH37510) 3/2004, 2298–2301.
Google Scholar
Johnson R.W.: Handbook of Fluid Dynamics ed R W Johnson (CRC Press LLC), 1998.
Google Scholar
Li H.L.H., Zhou Z.Z.Z., Hu C.H.C.: Measurement and evaluation of two-phase flow parameters. IEEE Trans. Instrum. Meas. 41/1992, 298–303.
Google Scholar
Marashdeh Q., Wang F., Fan L.S., Warsito W.: Velocity measurement of multi-phase flows based on electrical capacitance volume tomography. Proceedings of IEEE Sensors 2007, 1017–1019.
Google Scholar
Matía F., Marichal G.N., Jiménez E.: Fuzzy Modeling and Control: Theory and Applications ed F Matía, G N Marichal and E Jiménez (Atlantis Press), 2014.
Google Scholar
Mitsuishi T.: Continuity of approximate reasoning using center of sums defuzzification method MIPRO, 2012 Proceedings of the 35th International Convention, 2012, 991–994.
Google Scholar
Nicklin D., Wilkes J., Davidson J.: Two-phase flow in vertical tubes. Trans. Inst. Chem. Eng. 40/1962, 61–68.
Google Scholar
Oshinowo T., Charles M.E.: Vertical two-phase flow part I. Flow pattern correlations Can. J. Chem. Eng. 52/1974, 25–35.
Google Scholar
Pląskowski A., Beck M.S., Thorn R.D.T.: Imaging Industrial Flows – Applications of Electrical Process Tomography (Bristol: IOP Publishing), 1995.
Google Scholar
Romanowski A., Grudzien K., Williams R.A.: Analysis and Interpretation of Hopper Flow Behaviour Using Electrical Capacitance Tomography Part. Part. Syst. Charact. 23/2006, 297–305.
Google Scholar
Rondeau L., Ruelas R., Levrat L., Lamotte M.: A defuzzification method respecting the fuzzification Fuzzy Sets Syst. 86/1997, 311–320.
Google Scholar
Ross T.J.: Fuzzy Logic with Engineering Applications, 3rd edition (UK: Wiley), 2010.
Google Scholar
Soleimani M., Wang H., Li Y.Y.W.: A Comparative Study Of 3D Electrical Capacitance Tomography. Int. J. Inf. Syst. Sci. 3/2007, 283–291.
Google Scholar
Taitel Y., Dukler A.E.: A model for predicting flow regime transitions in horizontal and near horizontal gas-liquid flow. AIChE J. 22/1976, 47–55.
Google Scholar
Taitel Y., Bornea D., Dukler A.E.: Modelling flow pattern transitions for steady upward gas-liquid flow in vertical tubes. AIChE J. 26/1980, 345–354.
Google Scholar
Wajman R, Banasiak R, Mazurkiewicz L, Dyakowski T., Sankowski D.: Spatial imaging with 3D capacitance measurements Meas. Sci. Technol. 17/2006, 2113.
Google Scholar
Wang F., Marashdeh Q., Fan L.S., Warsito W.: Electrical capacitance volume tomography: Design and applications Sensors 10/2010, 1890–1917.
Google Scholar
Xie C.G., Huang S.M., Hoyle B.S., Thorn R., Lenn C., Snowden D., Beck M.S.: Electrical capacitance tomography for flow imaging: system model for development of image reconstruction algorithms and design of primary sensors. Circuits, Devices Syst. IEE Proc. G 139/1992, 89–98.
Google Scholar
Xie D., Huang Z., Ji H., Li H.: An Online Flow Pattern Identification System for Gas-Oil Two-Phase Flow Using Electrical Capacitance Tomography. Instrum. Meas. IEEE Trans. 55/2006, 1833–1838.
Google Scholar
Authors
Paweł Fiderekp.fiderek@kis.p.lodz.pl
Lodz University of Technology, Institute of Applied Computer Science Poland
Authors
Tomasz JaworskiLodz University of Technology, Institute of Applied Computer Science Poland
Authors
Robert BanasiakLodz University of Technology, Institute of Applied Computer Science Poland
Authors
Jacek NowakowskiLodz University of Technology, Institute of Applied Computer Science Poland
Authors
Jacek KucharskiLodz University of Technology, Institute of Applied Computer Science Poland
Authors
Radosław WajmanLodz University of Technology, Institute of Applied Computer Science Poland
Statistics
Abstract views: 308PDF downloads: 59
License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Most read articles by the same author(s)
- Wiktor Kania, Radoslaw Wajman, CKRIPT: A NEW SCRIPTING LANGUAGE FOR WEB APPLICATIONS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 12 No. 2 (2022)
- 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)
- Wiktor Sztajerowski, Joanna Ochelska-Mierzejewska, Jacek Kucharski, SYSTEM FOR VEHICLE ROUTING PROBLEM ALGORITHMS ANALYSIS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 2 (2017)
- 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)
- Jacek Nowakowski, Robert Banasiak, Radosław Wajman, Dominik Sankowski, MULTI PHASE FLOW MEASUREMENTS WITH THE APPLICATION OF ECT/ERT DECART MULTIMODALITY TOMOGRAPH , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 7 No. 1 (2017)
- Radosław Wajman, Tomasz Jaworski, Paweł Fiderek, Robert Banasiak, ALGORITHM OF TIME STAMPS DISTRIBUTION FOR DATA SYNCHRONIZATION OF VARIOUS MEASUREMENT SYSTEMS , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 3 No. 3 (2013)
- Radosław Wajman, Robert Banasiak, NEW TUNNEL BASED METHOD OF SENSITIVITY MATRIX CALCULATION FOR 3D CAPACITANCE TOMOGRAPHY IMAGE RECONSTRUCTION , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 3 No. 3 (2013)
- 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)
- Paweł Fiderek, Radosław Wajman, Jacek Kucharski, TWO PHASE GAS-LIQUID FLOWS RECOGNITION USING FUZZY INFERENCE , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 6 No. 1 (2016)
- Paweł Fiderek, Tomasz Jaworski, Radosław Wajman, Jacek Kucharski, FUZZY CLUSTERING OF RAW THREE DIMENSIONAL TOMOGRAPHIC DATA FOR TWO-PHASE FLOWS RECOGNITION , Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska: Vol. 5 No. 4 (2015)
