Identification of flow regime in a bubble column reactor with a combination of optical probe data and machine learning technique

Chemical Engineering Science: X - Tập 2 - Trang 100023 - 2019
Onkar N. Manjrekar1, Milorad P. Dudukovic1
1Department of Energy, Environmental and Chemical Engineering, Washington University in Saint Louis, Chemical Reaction Engineering Laboratory, Missouri 63130, USA

Tài liệu tham khảo

Azzopardi, 2011, Bubble columns, hydrodynamics of gas-liquid reactors, John Wiley Sons Ltd, 3 Besagni, 2017, The effect of aspect ratio in counter-current gas-liquid bubble columns: experimental results and gas holdup correlations, Int. J. Multiph. Flow, 94, 53, 10.1016/j.ijmultiphaseflow.2017.04.015 Besagni, 2017, The effect of electrolyte concentration on counter-current gas–liquid bubble column fluid dynamics: gas holdup, flow regime transition and bubble size distributions, Chem. Eng. Res. Des., 118, 170, 10.1016/j.cherd.2016.12.012 Boukouvala, 2011, Dynamic data-driven modeling of pharmaceutical processes, Ind. Eng. Chem. Res., 50, 6743, 10.1021/ie102305a Chen, 1994, Flow structure in a three-dimensional bubble column and three-phase fluidized bed, AIChE J., 40, 1093, 10.1002/aic.690400702 Chen, 2009, Computational fluid dynamics simulation of regime transition in bubble columns incorporating the dual-bubble-size model, Ind. Eng. Chem. Res., 48, 8172, 10.1021/ie801644d Chiang, 2006, Industrial experiences with multivariate statistical analysis of batch process data, Chemometr. Intell. Lab. Syst., 81, 109, 10.1016/j.chemolab.2005.10.006 Chiang, 2017, Big data analytics in chemical engineering, Ann. Rev. Chem. Biomole. Eng., 8, 63, 10.1146/annurev-chembioeng-060816-101555 Clift, 1978 Colegrove, 2016, Big data: getting started on the journey, CEP Magaz., 41 Davis, 2016, The state of the states: data-driven analysis of the US clean power plan, Renew. Sustain. Energy Rev., 60, 631, 10.1016/j.rser.2016.01.097 Deckwar, 1992 Degaleesan, 1997 Degaleesan, 1996, Liquid mixing based on convection and turbulent dispersion in bubble columns, Chem. Eng. Sci., 51, 1967, 10.1016/0009-2509(96)00054-1 Devanathan, 1990, Flow mapping in bubble-columns using CARPT, Chem. Eng. Sci., 45, 2285, 10.1016/0009-2509(90)80107-P Fraguio, 2009, Flow regime diagnosis in bubble columns via pressure fluctuations and computer-assisted radioactive particle tracking measurements, Ind. Eng. Chem. Res., 48, 1072, 10.1021/ie800549d Frijlink, 1987 Munoz, 2016, Big data: success stories in the process industries, CEP Magaz., 36 Gourich, 2006, Identification of flow regimes and transition points in a bubble column through analysis of differential pressure signal—influence of the coalescence behavior of the liquid phase, Chem. Eng. Process. Process Intensif., 45, 214, 10.1016/j.cep.2005.09.002 Groen, 1995, Time-dependent behavior of the, flow in a bubble-column, Chem. Eng. Res. Des., 73, 615 Groen, 2004, Scales and Structures in Bubbly flows Hamed, 2012 Harteveld, 2005 Harteveld, 2003, Dynamics of a bubble column: influence of gas distribution on coherent structures, Can. J. Chem. Eng., 81, 389, 10.1002/cjce.5450810308 Joshi, 1998, Gas hold-up structures in bubble column reactors, PINSA, 64, 441 Joshi, 2008 Joshi, 2001, Hydrodynamic stability of multiphase reactors, Adv. Chem. Eng. Academ. Press, 1 Joshi, 1998, Gas hold-up structure in bubble column reactors, PINSA-A, 64, 441 Juliá, 2005, On the accuracy of the void fraction measurements using optical probes in bubbly flows, Rev. Sci. Instrum., 76, 035103, 10.1063/1.1862192 Kantarci, 2005, Bubble column reactors, Process Biochem., 40, 2263, 10.1016/j.procbio.2004.10.004 Krishna, 2000, Design and scale-up of the Fischer-Tropsch bubble column slurry reactor, Fuel Process. Technol., 64, 73, 10.1016/S0378-3820(99)00128-9 Lee, 2014, Time-series analysis of optical probe measurements in gas–liquid stirred tanks, Chem. Eng. Sci., 116, 623, 10.1016/j.ces.2014.05.048 Letzel, 1997, Characterization of regimes and regime transitions in bubble columns by chaos analysis of pressure signals, Chem. Eng. Sci., 52, 4447, 10.1016/S0009-2509(97)00290-X Lucas, 2005, Influence of the lift force on the stability of a bubble column, Chem. Eng. Sci., 60, 3609, 10.1016/j.ces.2005.02.032 Majumder, 2016, 2 - Flow Regime and Its Transition, 25 Manjrekar, 2015, Application of a 4-point optical probe to a slurry bubble column reactor, Chem. Eng. Sci., 131, 313, 10.1016/j.ces.2015.03.027 Manjrekar, 2017, Hydrodynamics and mass transfer coefficients in a bubble column photo-bioreactor, Chem. Eng. Sci., 168, 55, 10.1016/j.ces.2017.04.016 Manjrekar, 2018, Gas hold-up and mass transfer in a pilot scale bubble column with and without internals, Chem. Eng. Res. Des., 135, 166, 10.1016/j.cherd.2018.05.008 Monahan, 2007, Linear stability analysis of a two-fluid model for air–water bubble columns, Chem. Eng. Sci., 62, 3159, 10.1016/j.ces.2007.03.021 Mudde, 2005, Gravity-driven bubbly flows, Annu. Rev. Fluid Mech., 37, 393, 10.1146/annurev.fluid.37.061903.175803 Mudde, 2009, Uniform flow in bubble columns, Ind. Eng. Chem. Res., 48, 148, 10.1021/ie8000748 Mueller, 2010 Mueller, 2010, Gas holdup in gas-liquid stirred tanks, Ind. Eng. Chem. Res., 49, 10744, 10.1021/ie100542a Nedeltchev, 2003, Flow regime identification in a bubble column based on both kolmogorov entropy and quality of mixedness derived from CAERPT data, Can. J. Chem. Eng., 81, 367, 10.1002/cjce.5450810305 Nedeltchev, 2011, Flow regime identification in a bubble column via nuclear gauge densitometry and chaos analysis, Chem. Eng. Technol., 34, 225, 10.1002/ceat.201000308 Nedeltchev, 2016, Investigation of the radial effect on the transition velocities in a bubble column based on the modified Shannon entropy, Chem. Eng. Res. Des., 115, 303, 10.1016/j.cherd.2016.08.011 Nie, 2015, Discrete time formulation for the integration of scheduling and dynamic optimization, Ind. Eng. Chem. Res., 54, 4303, 10.1021/ie502960p Ong, 2003 Prince, 1990, Transition electrolyte concentrations for bubble coalescence, AIChE J., 36, 1425, 10.1002/aic.690360915 Qin, 2014, Process data analytics in the era of big data, AIChE J., 60, 3092, 10.1002/aic.14523 Reis, 2016, Big data: challenges and future research directions, CEP Magaz., March, 46 Ruzicka, 2001, Homogeneous–heterogeneous regime transition in bubble columns, Chem. Eng. Sci., 56, 4609, 10.1016/S0009-2509(01)00116-6 Sasaki, 2017, Effects of column diameter and liquid height on gas holdup in air-water bubble columns, Exp. Therm Fluid Sci., 82, 359, 10.1016/j.expthermflusci.2016.11.032 Shah, 1982, Design parameters estimations for bubble column reactors, AIChE J., 28, 353, 10.1002/aic.690280302 Shaikh, 2007, A review on flow regime transition in bubble columns, Int. J. Chem. React. Eng., 5 Shaikh, 2013, A new method for online flow regime monitoring in bubble column reactors via nuclear gauge densitometry, Chem. Eng. Sci., 89, 120, 10.1016/j.ces.2012.11.023 Takagi, 2011, Surfactant effects on bubble motion and bubbly flows, Annu. Rev. Fluid Mech., 43, 615, 10.1146/annurev-fluid-122109-160756 Tchowa Medjiade, 2017, Flow regime transitions in a bubble column, Chem. Eng. Sci., 170, 263, 10.1016/j.ces.2017.04.010 Thorat, 2004, Regime transition in bubble columns: experimental and predictions, Exp. Therm Fluid Sci., 28, 423, 10.1016/j.expthermflusci.2003.06.002 Tyagi, 2017, Experimental characterization of dense gas–liquid flow in a bubble column using voidage probes, Chem. Eng. J., 308, 912, 10.1016/j.cej.2016.09.026 Upadhyay, 2013, Liquid flow patterns in rectangular air-water bubble column investigated with radioactive particle tracking, Chem. Eng. Sci., 96, 152, 10.1016/j.ces.2013.03.045 Venkatasubramanian, 2019, The promise of artificial intelligence in chemical engineering: is it here, finally?, AIChE J., 65, 466, 10.1002/aic.16489 Wang, 2007, Slurry reactors for gas-to-liquid processes: a review, Ind. Eng. Chem. Res., 46, 5824, 10.1021/ie070330t White, 2016, Big data: what is it?, CEP Magaz., March, 33 Wilkinson, 1992, Design parameters estimation for scale-up of high-pressure bubble columns, AIChE J., 38, 544, 10.1002/aic.690380408 Wu, 2008, Bubble dynamics investigation in a slurry bubble column, AIChE J., 54, 1203, 10.1002/aic.11459 Xue, 2008, Four-point optical probe for measurement of bubble dynamics: validation of the technique, Flow Meas. Instrum., 19, 293, 10.1016/j.flowmeasinst.2007.10.004 Xue, 2004 Xue, 2008, Bubble velocity, size, and interfacial area measurements in a bubble column by four-point optical probe, AIChE J., 54, 350, 10.1002/aic.11386 Youssef, 2010 Zahradnik, 1995, The effect of electrolytes on bubble coalescence and gas holdup in bubble-column reactors, Chem. Eng. Res. Des., 73, 341 Zahradník, 1997, Duality of the gas-liquid flow regimes in bubble column reactors, Chem. Eng. Sci., 52, 3811, 10.1016/S0009-2509(97)00226-1 Ziegenhein, 2017, Observations on bubble shapes in bubble columns under different flow conditions, Exp. Therm. Fluid Sci., 85, 248, 10.1016/j.expthermflusci.2017.03.009