Study on two-phase flow regime visualization and identification using 3D electrical capacitance tomography and fuzzy-logic classification

International Journal of Multiphase Flow - Tập 58 - Trang 1-14 - 2014
Robert Banasiak1, Radosław Wajman1, Tomasz Jaworski1, Paweł Fiderek1, H. Fidos2, Jacek Nowakowski1, Dominik Sankowski1
1Institute of Applied Computer Science, Lodz University of Technology, Poland
2Department of Chemical Engineering, Lodz University of Technology, Poland

Tóm tắt

Từ khóa


Tài liệu tham khảo

Alsharhan, S., Karray, F., Gueaieb, W., Basir, O., 2001. Fuzzy entropy: a brief survey fuzzy systems. In: Proceedings of the 10th IEEE International Conference on Fuzzy Systems (FuZZ-IEEE 01), Melbourne, Australia, December 2001, pp. 1135–1139.

Banasiak, 2010, Three-dimensional nonlinear inversion of electrical capacitance tomography data using a complete sensor model, Progr. Electromagn. Res. PIER, 100, 219, 10.2528/PIER09111201

Chhabra, R.P., Richardson, J.F., 1986. Encyclopedia of Fluid Mechanics, Section II, vol. 3. Gulf Publishing Company, Houston, pp. 563.

Cortes, 1995, vol. 20

Dubois, 1980

Dunn, 1974, A fuzzy relative of the ISODATA process and its use in detecting compact, well separated clusters, J. Cyber, 3, 32, 10.1080/01969727308546046

Dziubiński, 2004, The flow pattern map of two-phase non-Newtonian liquid–gas flow in the vertical pipe, Int. J. Multiphase Flow, 29, 132

Evgeniou, 2004, vol. 55

Fei, 2010, Electrical capacitance volume tomography: design and applications, Sensors, 10, 1890, 10.3390/s100301890

Hewitt, G.F., Roberts, D.N., 1969. Studies of Two-Phase Flow Patterns by Simultaneous X-ray and Flash Photography, AERE-M 2159. HMSO.

Ji, H., Huang, Z., Wang, B., Li, H., Demidenko, S., Ottoboni, R., P.D.P.V.W.D. (Ed.), 2004. Monitoring System of Gas–Liquid two-phase Flow Conference Record – IEEE Instrumentation and Measurement Technology Conference, vol. 3, pp. 2298–2301.

Li, 2008, Image reconstruction by nonlinear Landweber iteration for complicated distributions, Meas. Sci. Technol., 19, 094014, 10.1088/0957-0233/19/9/094014

Li, 1992, Measurement and evaluation of two-phase flow parameters, IEEE Trans. Instrum. Meas., 41, 298, 10.1109/19.137364

Marashdeh, 2007, Velocity measurement of multi-phase flows based on electrical capacitance volume tomography, Sensors, 1017

Nicklin, 1962, Two phase flow in vertical tubes, Trans. Inst. Chem. Eng., 40, 61

Olszewski, T., Brzeski, P., Mirkowski, J., Plaskowski, A., Smolik, W., Szabatin, R., 2006. Modular capacitance tomography. In: Proc. 4th International Symposium on Process Tomography in Warsaw.

Oshinowo, 1974, Vertical two-phase flow. Part I. Flow pattern correlations, Can. J. Chem. Eng, 52, 25, 10.1002/cjce.5450520105

Pląskowski, A., Beck, M.S., Thorn, R., Dyakowski, T., 1995. Imaging Industrial Flows – Applications of Electrical Process Tomography. Institute of Physics Publishing.

Rifkin, 2004, In defense of one-vs-all classification, J. Mach. Learn. Res. JMLR. org, 5, 101

Shi, L., 2008. Fuzzy recognition for gas–liquid two-phase flow pattern based on image processing. In: IEEE International Conference on Control and Automation, ICCA, pp. 1424–1427.

Soleimani, 2007, A comparative study of three dimensional electrical capacitance tomography, Int. J. Inform. Syst. Sci., 3

Soleimani, 2009, Four-dimensional electrical capacitance tomography imaging using experimental data, Progr. Electromagn. Res. PIER, 90, 171, 10.2528/PIER09010202

Taitel, 1980, Modelling flow pattern transitions for steady upward gas–liquid flow in vertical tubes, AIChE J., 26, 345, 10.1002/aic.690260304

Wajman, R., Niedostatkiewicz, M., Banasiak, R., Grudzień, K., Chaniecki, Z., Romanowski, A., Sankowski, D., 2009. 3D Visualization of the bulk solid flow in slender silo using ECT method. In: Proc. 3nd International Workshop on Process Tomography, Tokyo, Japan.

Wang, 2009, Identification of two-phase flow regimes based on support vector machine and electrical capacitance tomography, Meas. Sci. Technol., 20, 114007, 10.1088/0957-0233/20/11/114007

Warsito, 2007, Electrical capacitance volume tomography, IEEE Sensors J., 7, 525, 10.1109/JSEN.2007.891952

Xie, C.G., Huang, S.M., Hoyle, B.S., Thorn, R., Lenn, C., Snowden, D., Beck, M.S., 1992. Electrical capacitance tomography for flow imaging: system model for development of image reconstruction algorithms and design of primary sensors. In: IEE Proceedings – G, vol. 139, No. 1, February 1992, pp. 89–98.

Xie, D., Ji, H., Huang, Z., Li, H., 2004. An online flow pattern identification system for gas–oil two-phase flow using electrical capacitance tomography. In: Instrumentation and Measurement Technology Conference, IMTC 04. Proceedings of the 21st IEEE, vol. 3, 18–20 May 2004, pp. 2320–2325.

Yang, 2003, Image reconstruction algorithms for electrical capacitance tomography, Meas. Sci. Technol., 14, R1, 10.1088/0957-0233/14/1/201

Zhou, 2008, Identification method of gas–liquid two-phase flow regime based on image multi-feature fusion and support vector machine, Chinese J. Chem. Eng., 16, 832, 10.1016/S1004-9541(09)60002-1