Numerical modeling of three-phase flow through a Venturi meter using the LSSVM algorithm

Khayat, Omid; Afarideh, Hossein

doi:10.22061/jcarme.2019.3637.1423

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	Numerical modeling of three-phase flow through a Venturi meter using the LSSVM algorithm
Journal of Computational & Applied Research in Mechanical Engineering (JCARME)
مقاله 12، دوره 10، شماره 1 - شماره پیاپی 19، مهر 2020، صفحه 153-170 اصل مقاله (1.74 M)
نوع مقاله: Research Paper
شناسه دیجیتال (DOI): 10.22061/jcarme.2019.3637.1423
نویسندگان
Omid Khayat؛ Hossein Afarideh^*
Energy Engineering and Physics Department, Amirkabir University of Technology, 424 Hafez Ave., Tehran, Iran
تاریخ دریافت: 03 خرداد 1397، تاریخ بازنگری: 19 اسفند 1397، تاریخ پذیرش: 26 فروردین 1398
چکیده
One of the challenging problems in the Oil & Gas industry is accurate and reliable multiphase flow rate measurement in a three-phase flow. Application of methods with minimized uncertainty is required in the industry. Previous developed correlations for two-phase flow are complex and not capable of three-phase flow. Hence phase behavior identification in different conditions to designing and modeling of three-phase flow is important. Numerous laboratory and theoretical studies have been done to describe the Venturi multiphase flow meter in both horizontal and vertical flow. However, it is not possible to select the measurement devices for all similar conditions. In this study a new venturi model was developed that implemented in Simulink/Matlab for predicting mass flow rate of gas, water and oil. This models is simple and semilinear. Several classified configurations of three phase flow were simulated using Computational Fluid Dynamics (CFD) analysis to get hydrodynamics parameters of the flows to use as inputs of the model. The obtained data, used as test and train data in Least squares support vector machine (LSSVM) algorithm. The pressure drop, mass flow rate of gas, oil and water have been calculated with LSSVM method. Two tuning parameters of LSSVM, namely γ and σ^2, obtained as 1150954 and 0.4384, 53.9199 and 0.18163, 8.8714 and 0.14424, and 10039130.2214 and 0.74742 for pressure drop, mass flow rate of oil, gas mass flow rate, water mass flow rate, respectively. Developed models was found to have an average relative error of 5.81%, 6.31% and 2.58% for gas, oil and water respectively.
کلیدواژه‌ها
Measurement؛ Three phase flow؛ Venturi meter؛ Computational Fluid Dynamics؛ LSSVM algorithm

مراجع
[1] H. Yeung, J. Hemp, M. Henry, M. Tombs, "Coriolis meter in liquid/liquid, gas/liquid and gas/liquid/liquid flows ", 3rd International SE Asia Hydrocarbon Flow Measurement Workshop, (2004). [2] G. Falcone, G. Hewitt, C. Alimonti, B. Harrison, "Multiphase flow metering: current trends and future developments", SPE annual technical conference and exhibition, Society of Petroleum Engineers, )2001(. [3] J. P. Brill, "Modeling Multiphase Flow in Pipes", The Way Ahead, Vol. 6, pp. 16-17, (2010). [4] B. Azzopardi, A. Govan, "The modelling of venturi scrubbers", Filtech conference, (1983). [5] Pulley, R. A. "Modelling the performance of venturi scrubbers." Chemical Engineering Journal, 9-18, (1997). [6] J. Murdock, "Two-phase flow measurement with orifices", Journal of basic engineering, Vol. 84, pp. 419-432, (1962). [7] Z. Lin, "Two-phase flow measurements with sharp-edged orifices", International Journal of Multiphase Flow, Vol. 8, pp. 683-693, (1982). [8] R. Smith, J. Leang, "Evaluations of correlations for two-phase, flowmeters three current-one new", Journal of Engineering for Power, Vol. 97, pp. 589-593, (1975). [9] R. De Leeuw, "Liquid correction of Venturi meter readings in wet gas flow", North Sea Flow Measurement Workshop, p. 335 (1997). [10] D. Chisholm, "Two-phase flow in heat exchangers and pipelines.", Heat transfer engineering, Vol. 6, No. 2, pp. 48-57, (1985). [11] R. N. Steven, "Wet gas metering with a horizontally mounted Venturi meter", Flow measurement and Instrumentation, Vol. 12, pp. 361-372, (2002). [12] A. Tukimin, M. Zuber, K. Ahmad, "CFD analysis of flow through Venturi tube and its discharge coefficient", Materials Science and Engineering, IOP Publishing, Vol. 152, No. 1, pp. 012062, (2016). [13] J.L.G. Oliveira, J.C. Passos, R. Verschaeren, C. van der Geld, "Mass flow rate measurements in gas–liquid flows by means of a venturi or orifice plate coupled to a void fraction sensor", Experimental Thermal and Fluid Science, Vol. 33, pp. 253-260, (2009). [14] D. He, B. Bai, "A new correlation for wet gas flow rate measurement with Venturi meter based on two-phase mass flow coefficient", Measurement, Vol. 58, pp. 61-67, (2014). [15] L. Xu, J. Xu, F. Dong, T. Zhang, "On fluctuation of the dynamic differential pressure signal of Venturi meter for wet gas metering", Flow measurement and instrumentation, Vol. 14, pp. 211-217, (2003). [16] L.F. Moura, C. Marvillet, "Measurement of two-phase mass flow rate and quality using venturi and void fraction meters", American Society of Mechanical Engineers, Fluids Engineering Division (Publication) FED, (1997). [17] B. Gupta, A. Nayak, T. Kandar, S. Nair, "Investigation of air–water two phase flow through a venturi", Experimental Thermal and Fluid Science, Vol. 70, pp. 148-154, (2016). [18] E. Stenmark, "On multiphase flow models in ANSYS CFD software, Department of Applied Mechanics Division of Fluid Dynamics", Chalmers university of technology. Göteborg, Sweden, Vol. 75, (2013). [19] N. Kharoua, L. Khezzar, H. Saadawi, "CFD modelling of a horizontal three-phase separator: a population balance approach", American Journal of Fluid Dynamics, Vol. 3, pp. 101-118, (2013). [20] F.S. Silvao, P. Andreussi, P. Di Marco, "Total mass flowrate measurement in multiphase flow by means of a venturi meter", Multiphase Production, pp. 145-155, (1991). [21] D. Collins, M. Gacesa, "Measurement of Steam Quality in Two-Phase Upflow With Venturimeters", Fluids Engineering, Heat Transfer and Lubrication Conference, Vol. 93, No. 1, pp. 11-20, (1971). [22] Y. Ling, A. Haselbacher, S. Balachandar,"A numerical source of small-scale number-density fluctuations in Eulerian–Lagrangian simulations of multiphase flows", Journal of Computational Physics, Vol. 229, pp. 1828-1851, (2010). [23] H. Zhang, S. Lu, G. Yu, "An investigation of two-phase flow measurement with orifices for low-quality mixtures", International journal of multiphase flow, Vol. 18, pp. 149-155, (1992). [24] Z. Meng, Z. Huang, B. Wang, H. Ji, H. Li, Y. Yan, "Air–water two-phase flow measurement using a Venturi meter and an electrical resistance tomography sensor", Flow Measurement and Instrumentation, Vol. 21, pp. 268-276, (2010). [25] A. Fiebach, E. Schmeyer, S. Knotek, S. Schmelter, "Numerical simulation of multiphase flow in a vertically mounted Venturi flow meter", pp. 26-29, (2016). [26] T. Frank, "Advances in computational fluid dynamics (CFD) of 3-dimensional gas-liquid multiphase flows", NAFEMS Seminar: Simulation of Complex Flows (CFD)–Applications and Trends, Wiesbaden, Germany, Citeseer, pp. 1-18, (2005). [27] Akbari, S., and S. H. Hashemabadi. "Temperature and pressure effects of drilling fluid on cutting transport using CFD simulations", Asia‐Pacific Journal of Chemical Engineering, Vol. 12, No. 6, pp. 980-992, (2017). [28] K. Mohammadzadeh, S. H. Hashemabadi, S. Akbari. "CFD simulation of viscosity modifier effect on cutting transport by oil based drilling fluid in wellbore" ,Journal of Natural Gas Science and Engineering, Vol. 29, pp. 355-364, (2016). [29] A.Taghizadeh, S. H. Hashemabadi, E. Yazdani, S. Akbari, "Numerical analysis of restitution coefficient, rotational speed and particle size effects on the hydrodynamics of particles in a rotating drum", Granular Matter, Vol. 20, No. 3, p. 56 (2018). [30] M. Manninen, V. Taivassalo, S. Kallio, "On the mixture model for multiphase flow", pp. 3-67, (1996). [31] B.E. Launder, D.B. Spalding, "The numerical computation of turbulent flows", Computer Methods in Applied Mechanics & Engng. Vol. 3, pp. 269–289 (1974). [32] H. K. Versteeg, W. Malalasekera, An introduction to computational fluid dynamics, 2^nd ed., Pearson Education, England, (2007). [33] C. Sanghani, D. Jayani, "Optimization of Venturimeter Geometry for Minimum Pressure Drop using CFD Analysis", Recent Trends in Fluid Mechanics, Vol. 3, pp. 31-35, (2016). [34] H. A. P. Perez, J. E. Lopez, N. R. Ratkovich, M. d. M. F. Figueiredo, R. D. M. de Carvalho, J .S. Slongo, "Three-Dimensional Simulations of Liquid-Gas Flows at the NEAT-PETROBRAS Test Loop for Calibration of an Ultrasonic Multiphase Flow Meter", IV Journeys in Multiphase Flows (2015). [35] V. Michele, D. C. Hempel, "Liquid flow and phase holdup measurement and CFD modeling for two-and three-phase bubble columns", Chemical engineering science, Vol. 57, pp. 1899-1908, (2002). [36] K. Ekambara, R. Sanders, K. Nandakumar, J. Masliyah, "CFD simulation of bubbly two-phase flow in horizontal pipes", Chemical Engineering Journal, Vol. 144, pp. 277-288, (2008). [37] A. Baghban, P. Abbasi, P. Rostami, M. Bahadori, Z. Ahmad, T. Kashiwao, A. Bahadori, "Estimation of oil and gas properties in petroleum production and processing operations using rigorous model", Petroleum Science and Technology, Vol. 34, pp. 1129-1136, (2016). [38] J. A. Suykens, T. Van Gestel, J. De Brabanter, Least squares support vector machines, World Scientific, (2002). [39] A. E. Hoerl, R.W. Kennard, "Ridge regression: Biased estimation for nonorthogonal problems", Technometrics, Vol. 12, pp. 55-67, (1970).
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Numerical modeling of three-phase flow through a Venturi meter using the LSSVM algorithm