Development of support vector regression (SVR)-based model for prediction of circulation rate in a vertical tube thermosiphon reboiler
Tóm tắt
Từ khóa
Tài liệu tham khảo
Al-Anazi, 2010, Support vector regression for porosity prediction in heterogeneous reservoir: a comparative study, Comput. Geosci., 36, 1494, 10.1016/j.cageo.2010.03.022
Ali, H., 1989. Studies on Thermosiphon Reboiler. Ph.D. Thesis. Aligarh Muslim University, Aligarh, India.
Ali, 1992, Circulation rates in thermosiphon reboiler, Int. J. Heat Fluid Flow, 13, 85, 10.1016/0142-727X(92)90063-F
Azamathulla, 2011, Support vector machine approach for longitudinal dispersion coefficients in natural streams, Appl. Soft Comput., 11, 2902, 10.1016/j.asoc.2010.11.026
Ballabio, 2009, Spatial prediction of soil properties in temperate mountain regions using support vector regression, Geoderma, 151, 338, 10.1016/j.geoderma.2009.04.022
Beaver, 1968, Heat transfer coefficients and circulation rates for thermosiphon reboiler, AIChE J., 14, 746, 10.1002/aic.690140513
Chang, C.C. Lin, C.J., 2001. LIBSVM: A Library for Support Vector Machines. Software available at 〈http://www.csie.ntu.edu.tw/~cjlin/libsvm〉.
Chen, 2004
Cheng, 2011, Estimating the shift size in the process mean with support vector regression and neural networks, Expert Syst. Appl., 38, 10624, 10.1016/j.eswa.2011.02.121
Gandhi, 2010, Estimation of heat transfer coefficient in bubble column reactors using support vector regression, Chem. Eng. J., 160, 302, 10.1016/j.cej.2010.03.026
Gramatica, 2007, Principles of QSAR models validation: internal and external, QSAR, Combust. Sci., 26, 694
Hallinan, 1985, Heat transfer from a vertical tube bundle under natural circulation conditions, Int. J. Heat Fluid Flow, 6, 256, 10.1016/0142-727X(85)90059-1
Hughmark, 1961, Designing thermosiphon reboiler—I, Chem. Eng. Prog., 57, 43
Hughmark, 1964, Designing thermosiphon reboiler—II, Chem. Eng. Prog., 60, 59
Johnson, 1956, Circulation rates and overall temperature driving forces in a vertical thermosiphon reboiler, Chem. Eng. Prog. Symp. Ser., 52, 37
Johnson, 1979, Vertical thermosiphon reboilers in vacuum service, Chem. Eng. Prog., 75, 42
Kamil, M., 1992. Studies on a Vertical Tube Thermosiphon Reboiler. Ph.D. Thesis. Aligarh Muslim University, Aligarh, India.
Kamil, 1995, Prediction of circulation rates in vertical thermosiphon reboiler, Int. J. Heat Mass Transfer, 38, 745, 10.1016/0017-9310(95)93007-5
Kavaklioglu, 2011, Modeling and prediction of Turkey's electricity consumption using support vector regression, Appl. Energy, 88, 368, 10.1016/j.apenergy.2010.07.021
Kaveh, 2009, Prediction of cell voltage and current efficiency in a lab scale chlor-alkali membrane cell based on support vector machines, Chem. Eng. J., 147, 161, 10.1016/j.cej.2008.06.030
Lee, S.W., Verri, A. (Eds.), 2002. Pattern recognition with support vector machines. In: First International Workshop SVM 2002, Niagra Falls, Canada.
Li, 2009, Support vector machines and its applications in chemistry, Chemometr. Intell. Lab. Syst., 95, 188, 10.1016/j.chemolab.2008.10.007
Nandi, 2004, Hybrid process modeling and optimization strategies integrating neural networks/support vector regression and genetic algorithms: study of benzene isopropylation on hbeta catalyst, Chem. Eng. J., 97, 115, 10.1016/S1385-8947(03)00150-5
Nihaluddin, 1993. Heat Transfer to Boiling Liquids in a Vertical Thermosiphon Reboiler. M.Sc. Chemical Engineering (Petroleum Processing) Thesis. Aligarh Muslim University, Aligarh, India.
Pan, 2009, A novel QSPR model for prediction of lower inflammability limits of organic compounds based on support vector machine, J. Hazard. Mater., 168, 962, 10.1016/j.jhazmat.2009.02.122
Platt, 1999, Fast training of support vector machines using sequential minimal optimization, 185
Saha, 1978, An analytical study of the thermally induced two-phase flow instabilities including the effect of thermal non-equilibrium, Int. J. Heat Mass Transfer, 21, 415, 10.1016/0017-9310(78)90075-3
Schölkopf, 1998, Prior knowledge in support vector kernels, 640
Shah, 1979, Trouble shooting reboiler systems, Chem. Eng. Prog., 75, 53
Shellene, 1968, Experimental study of a vertical thermosiphon reboiler, Chemical Engineering Progress Symposium Series, 64, 102
Smith, 1974, Improving the performance of vertical thermosiphon reboilers, Chem. Eng. Prog., 70, 68
Smola, 2004, A tutorial on support vector regression, Stat. Comput., 14, 199, 10.1023/B:STCO.0000035301.49549.88
Tam, H.K., Tam, L.M., Ghajar, A.J., Cheong, C.W., 2009. Development of a Unified Flow Regime Map for a Horizontal Pipe with Support Vector Machines. Paper no. ISCM2-264. In: 12th International Conference on Enhancement and Promotion of Computational Methods in Engineering and Science (EPMESC XII) and 2nd International Symposium on Computational Mechanics (ISCM II) November 30–December 3, 2009, Hong Kong–Macau.
Vapnik, 1995
Vapnik, 1996, Support vector method for function approximation, regression estimation and signal processing, Adv. Neural Inform. Process. Syst., 9, 281
Wang, 2004, A heuristic training for support vector regression, Neurocomputing, 61, 259, 10.1016/j.neucom.2003.11.012
Zaidi, S., 2006. Studies on Thermosiphon Reboiler. M.Tech. Chemical Engineering (Petroleum Processing) Thesis. Aligarh Muslim University, Aligarh, India.
Zaidi, 2008, Circulation rates of boiling liquids in a vertical tube, Chem. Eng. Res. Des., 86, 499, 10.1016/j.cherd.2008.01.006