A methodology for performing radiative transfer calculations in computational fluid dynamic simulations of gas-liquid multiphase flows is presented. By considering an externally irradiated bubble column photoreactor as our model system, the bubble scattering coefficients were determined through add-on functions by employing as inputs the bubble volume fractions, number densities, and the fractional contribution of each bubble size to the bubble volume from four different multiphase modeling options. The scattering coefficient profiles resulting from the models were significantly different from one another and aligned closely with their predicted gas-phase volume fraction distributions. The impacts of the multiphase modeling option, initial bubble diameter, and gas flow rates on the radiation distribution patterns within the reactor were also examined. An increase in air inlet velocities resulted in an increase in the fraction of larger sized bubbles and their contribution to the scattering coefficient. However, the initial bubble sizes were found to have the strongest impact on the radiation field. 1. Introduction 1.1. Challenges in Modeling Multiphase Radiative Transfer Modeling radiative transfer in multiphase flows is important in several applications such as solid fuel combustors [1, 2], externally irradiated gasifiers [3], photocatalytic reactors [4, 5], and photobioreactors (PBRs) [6, 7]. While the procedure for coupling radiative transfer with the hydrodynamics has been well established in dilute multiphase flows (local dispersed phase volume fractions less than 10%) such as pulverized fuel combustors [8], the effect of radiative transfer is often neglected or grossly simplified in computational fluid dynamic (CFD) simulations where all the phases are present in significant fractions such as bubbling bed and circulating fluidized bed gasifiers [9, 10]. This simplification often takes the form of an “optically thin” radiation exchange between the phases to approximate the radiative source term in the phase energy equations. In the optically thin approximation, a radiation temperature of the phases is computed and is employed in conjunction with the phase thermodynamic temperature, an empirical radiative heat transfer coefficient to compute the radiative source term, and consequently the temperature change in the phases resulting from radiative heat exchange. Since a rigorous solution to the radiative transfer equation (RTE) is not carried out in this approach, the optically thin approximation cannot predict the radiative fluxes at different
References
[1]
J. Cai and M. F. Modest, “Absorption coefficient regression scheme for splitting radiative heat sources across phases in gas-particulate mixtures,” Powder Technology, vol. 265, pp. 76–82, 2014.
[2]
G. Krishnamoorthy, M. Sami, S. Orsino, A. Perera, M. Shahnam, and E. D. Huckaby, “Radiation modelling in oxy-fuel combustion scenarios,” International Journal of Computational Fluid Dynamics, vol. 24, no. 3, pp. 69–82, 2010.
[3]
P. von Zedtwitz, W. Lipiński, and A. Steinfeld, “Numerical and experimental study of gas-particle radiative heat exchange in a fluidized-bed reactor for steam-gasification of coal,” Chemical Engineering Science, vol. 62, no. 1-2, pp. 599–607, 2007.
[4]
A. A. Adesina, “Industrial exploitation of photocatalysis: progress, perspectives and prospects,” Catalysis Surveys from Asia, vol. 8, no. 4, pp. 265–273, 2004.
[5]
F. J. Trujillo, I. A. L. Lee, C. H. Hsu, T. Safinski, and A. A. Adesina, “Hydrodynamically-enhanced light intensity distribution in an externally-irradiated novel aerated photoreactor: CFD simulation and experimental studies,” International Journal of Chemical Reactor Engineering, vol. 6, article A58, 2008.
[6]
X. Li and N. Yang, “Modeling the light distribution in airlift photobioreactors under simultaneous external and internal illumination using the two-flux model,” Chemical Engineering Science, vol. 88, pp. 16–22, 2013.
[7]
Z. C. Wheaton and G. Krishnamoorthy, “Modeling radiative transfer in photobioreactors for algal growth,” Computers and Electronics in Agriculture, vol. 87, pp. 64–73, 2012.
[8]
R. Viskanta and M. P. Mengü?, “Radiation heat transfer in combustion systems,” Progress in Energy and Combustion Science, vol. 13, no. 2, pp. 97–160, 1987.
[9]
ANSYS, ANSYS FLUENT User's Guide, Version 12, ANSYS, Lebanon, NH, USA, 2010.
[10]
S. Benyahia, M. Syamlal, and T. J. O'Brien, “Summary of MFIX Equations,” 2012, https://mfix.netl.doe.gov/documentation/MFIXEquations2012-1.pdf.
[11]
G. E. Davis, “Scattering of light by an air bubble in water,” Journal of the Optical Society of America, vol. 45, no. 7, pp. 572–581, 1955.
[12]
X. Zhang, M. Lewis, and B. Johnson, “Influence of bubbles on scattering of light in the ocean,” Applied Optics, vol. 37, no. 27, pp. 6525–6536, 1998.
[13]
H. Berberoglu, L. Pilon, and A. Melis, “Radiation characteristics of Chlamydomonas reinhardtii CC125 and its truncated chlorophyll antenna transformants tla1, tlaX and tla1-CW+,” International Journal of Hydrogen Energy, vol. 33, no. 22, pp. 6467–6483, 2008.
[14]
J. L. Consalvi, B. Porterie, and J. C. Loraud, “A formal averaging procedure for radiation heat transfer in particulate media,” International Journal of Heat and Mass Transfer, vol. 45, no. 13, pp. 2755–2768, 2002.
[15]
W. Lipiński, J. Petrasch, and S. Haussener, “Application of the spatial averaging theorem to radiative heat transfer in two-phase media,” Journal of Quantitative Spectroscopy and Radiative Transfer, vol. 111, no. 1, pp. 253–258, 2010.
[16]
A. V. Gusarov, “Homogenization of radiation transfer in two-phase media with irregular phase boundaries,” Physical Review B—Condensed Matter and Materials Physics, vol. 77, no. 14, Article ID 144201, 2008.
[17]
M. Q. Brewster and C. L. Tien, “Radiative transfer in packed fluidized beds: dependent versus independent scattering,” Journal of Heat Transfer, vol. 104, no. 4, pp. 573–579, 1982.
[18]
B. P. Singh and M. Kaviany, “Independent theory versus direct simulation of radiation heat transfer in packed beds,” International Journal of Heat and Mass Transfer, vol. 34, no. 11, pp. 2869–2882, 1991.
[19]
M. V. Tabib, S. A. Roy, and J. B. Joshi, “CFD simulation of bubble column—an analysis of interphase forces and turbulence models,” Chemical Engineering Journal, vol. 139, no. 3, pp. 589–614, 2008.
[20]
C. Laborde-Boutet, F. Larachi, N. Dromard, O. Delsart, and D. Schweich, “CFD simulation of bubble column flows: investigations on turbulence models in RANS approach,” Chemical Engineering Science, vol. 64, no. 21, pp. 4399–4413, 2009.
[21]
M. Simonnet, C. Gentric, E. Olmos, and N. Midoux, “CFD simulation of the flow field in a bubble column reactor: importance of the drag force formulation to describe regime transitions,” Chemical Engineering and Processing, vol. 47, no. 9-10, pp. 1726–1737, 2008.
[22]
P. Chen, J. Sanyal, and M. P. Dudukovic, “CFD modeling of bubble columns flows: implementation of population balance,” Chemical Engineering Science, vol. 59, no. 22-23, pp. 5201–5207, 2004.
[23]
P. Chen, J. Sanyal, and M. P. Dudukovic, “Numerical simulation of bubble columns flows: effect of different breakup and coalescence closures,” Chemical Engineering Science, vol. 60, no. 4, pp. 1085–1101, 2005.
[24]
T. Wriedt, “Light scattering theories and computer codes,” Journal of Quantitative Spectroscopy and Radiative Transfer, vol. 110, no. 11, pp. 833–843, 2009.
[25]
C. F. Bohren and D. R. Huffman, Absorption and Scattering of Light by Small Particles, John Wiley & Sons, New York, NY, USA, 1998.
[26]
M. I. Mishchenko, L. D. Travis, and A. A. Lacis, Scattering, Absorption, and Emission of Light by Small Particles, Cambridge University Press, Cambridge, Mass, USA, 2002.
[27]
A. Perera, G. Krishnamoorthy, S. Orsino, and M. Sami, “The effect of radiative heat transfer on the accurate prediction of a coal fired boiler operating under oxy-fuel conditions,” in Proceedings of the 33rd International Technical Conference on Coal Utilization and Fuel Systems, Clearwater, Fla, USA, June 2008.
[28]
G. M. Hansen, “Mie scattering as a technique for the sizing of air bubbles,” Applied Optics, vol. 2, pp. 3214–3220, 1985.
[29]
H. Berberoglu, J. Yin, and L. Pilon, “Light transfer in bubble sparged photobioreactors for H2 production and CO2 mitigation,” International Journal of Hydrogen Energy, vol. 32, no. 13, pp. 2273–2285, 2007.
[30]
A. Sánchez Mirón, A. Contreras Gómez, F. G. Camacho, E. M. Grima, and Y. Chisti, “Comparative evaluation of compact photobioreactors for large-scale monoculture of microalgae,” Journal of Biotechnology, vol. 70, no. 1–3, pp. 249–270, 1999.
[31]
A. P. Carvalho, L. A. Meireles, and F. X. Malcata, “Microalgal reactors: a review of enclosed system designs and performances,” Biotechnology Progress, vol. 22, no. 6, pp. 1490–1506, 2006.
[32]
R. N. Singh and S. Sharma, “Development of suitable photobioreactor for algae production—a review,” Renewable and Sustainable Energy Reviews, vol. 16, no. 4, pp. 2347–2353, 2012.
[33]
S. Oncel and F. V. Sukan, “Comparison of two different pneumatically mixed column photobioreactors for the cultivation of Artrospira platensis (Spirulina platensis),” Bioresource Technology, vol. 99, no. 11, pp. 4755–4760, 2008.
[34]
M. Janssen, J. Tramper, L. R. Mur, and R. H. Wijffels, “Enclosed outdoor photobioreactors: light regime, photosynthetic efficiency, scale-up, and future prospects,” Biotechnology and Bioengineering, vol. 81, no. 2, pp. 193–210, 2003.
[35]
N. G. Deen, An experimental and computational study of fluid dynamics in gas-liquid chemical reactors [Ph.D. thesis], Aalborg University, Esbjerg, Denmark, 2001.
[36]
R. Hansen, Computational and experimental study of bubble size in bubble columns [Ph.D thesis], Aalborg University, Esbjerg, Denmark, 2009.
[37]
A. R. Kommareddy and G. A. Anderson, “Study of light as a parameter in the growth of algae in a photo-bio reactor (PBR),” ASAE Paper No. 034057. ASAE, St. Joseph, Mich, USA, 2003.
[38]
N. G. Deen, T. Solberg, and B. H. Hjertager, “Large eddy simulation of the gas-liquid flow in a square cross-sectioned bubble column,” Chemical Engineering Science, vol. 56, no. 21-22, pp. 6341–6349, 2001.
[39]
D. Zhang, N. G. Deen, and J. A. M. Kuipers, “Numerical simulation of the dynamic flow behavior in a bubble column: a study of closures for turbulence and interface forces,” Chemical Engineering Science, vol. 61, no. 23, pp. 7593–7608, 2006.
[40]
P. Cornejo and O. Farías, “Mathematical modeling of coal gasification in a fluidized bed reactor using a eulerian granular description,” International Journal of Chemical Reactor Engineering, vol. 9, no. 1, article A2, 2011.
[41]
S. Cloete, S. Johansen, M. Braun, B. Popoff, and S. Amini, “Evaluation of a Lagrangian discrete phase modeling approach for resolving cluster formation in CFB risers,” in Proceedings of the 7th International Conference on Multiphase Flow, Tampa, Fla, USA, May-June 2010.
[42]
M. F. Modest, Radiative Heat Transfer, Academic Press, New York, NY, USA, 2nd edition, 2003.
[43]
Q. Fu and W. Sun, “Mie theory for light scattering by a spherical particle in an absorbing medium,” Applied Optics, vol. 40, no. 9, pp. 1354–1361, 2001.
[44]
I. W. Sudiarta and P. Chylek, “Mie scattering efficiency of a large spherical particle embedded in an absorbing medium,” Journal of Quantitative Spectroscopy and Radiative Transfer, vol. 70, pp. 709–714, 2001.
[45]
I. W. Sudiarta and P. Chylek, “Mie-scattering formalism for spherical particles embedded in an absorbing medium,” Journal of the Optical Society of America A, vol. 18, no. 6, pp. 1275–1278, 2001.
[46]
P. Nakod, G. Krishnamoorthy, M. Sami, and S. Orsino, “A comparative evaluation of gray and non-gray radiation modeling strategies in oxy-coal combustion simulations,” Applied Thermal Engineering, vol. 54, no. 2, pp. 422–432, 2013.