Computational fluid dynamics simulation of aerosol transport and deposition
Yingjie TANG, Bing GUO
Computational fluid dynamics simulation of aerosol transport and deposition
In this article computational fluid dynamics (CFD) simulation of aerosol transport and deposition, i.e. the transport and deposition of particles in an aerosol, is reviewed. The review gives a brief account of the basics of aerosol mechanics, followed by a description of the general CFD approach for flow field simulation, turbulence modeling, wall treatments and simulation of particle motion and deposition. Then examples from the literature are presented, including CFD simulation of particle deposition in human respiratory tract and particle deposition in aerosol devices. CFD simulation of particle transport and deposition may provide information that is difficult to obtain through physical experiments, and it may help reduce the number of experiments needed for device design. Due to the difficulty of describing turbulent flow and particle-eddy interaction, turbulent dispersion of particles remains one of the greatest challenges for CFD simulation. However, it is possible to take a balanced approach toward quantitative description of aerosol dispersion using CFD simulation in conjunction with empirical relations.
computational fluid dynamics (CFD) / aerosol / transport / deposition
[1] |
Hinds W C. Aerosol Technology—Properties, Behavior, and Measurement of Airborne Particles. 2nd ed. Markham Canada: Wiley-Interscience, 1999
|
[2] |
Davies C N. Aerosol Science. London, New York: Academic Press, 1966
|
[3] |
Reist P C. Introduction to Aerosol Science. New York, London: Macmillan Pub. Co.; Collier Macmillan, 1984
|
[4] |
Vincent J H. Aerosol Science for Industrial Hygienists. Tarrytown, New York; Pergamon: Elsevier Science, 1995
|
[5] |
Reist P C. Aerosol Science and Technology. 2nd ed. New York: McGraw-Hill, 1993
|
[6] |
Vinchurkar S, Longest P W, Peart J. CFD simulations of the Andersen cascade impactor: Model development and effects of aerosol charge. Journal of Aerosol Science, 2009, 40(9): 807–822
CrossRef
Google scholar
|
[7] |
Tsai C J, Lin J S, Aggarwal S G, Chen D R. Thermophoretic deposition of particles in laminar and turbulent tube flows. Aerosol Science and Technology, 2004, 38(2): 131–139
CrossRef
Google scholar
|
[8] |
Guha A. Transport and deposition of particles in turbulent and laminar flow. Annual Review of Fluid Mechanics, 2008, 40(1): 311–341
CrossRef
Google scholar
|
[9] |
Saffman P G. Lift on a small sphere in a slow shear flow. Journal of Fluid Mechanics, 1965, 22(02): 385–400
CrossRef
Google scholar
|
[10] |
ANSYS Inc. ANSYS FLUENT 12.0/12.1 Documentation. Computer program manual, Canonsburg PA: ANSYS Inc., 2009
|
[11] |
Longest P W, Xi J X. Effectiveness of direct Lagrangian tracking models for simulating nanoparticle deposition in the upper airways. Aerosol Science and Technology, 2007, 41(4): 380–397
CrossRef
Google scholar
|
[12] |
Mitsakou C, Helmis C, Housiadas C. Eulerian modelling of lung deposition with sectional representation of aerosol dynamics. Journal of Aerosol Science, 2005, 36(1): 75–94
CrossRef
Google scholar
|
[13] |
Zhou H, Mo G Y, Zhao J P, Cen K F. DEM-CFD simulation of the particle dispersion in a gas-solid two-phase flow for a fuel-rich/lean burner. Fuel, 2011, 90(4): 1584–1590
CrossRef
Google scholar
|
[14] |
Tsuji Y. Multi-scale modeling of dense phase gas-particle flow. Chemical Engineering Science, 2007, 62(13): 3410–3418
CrossRef
Google scholar
|
[15] |
Ramechecandane S, Beghein C, Allard F. Modeling fine particle dispersion in an inhomogeneous electric field with a modified drift flux model. Building and Environment, 2010, 45(6): 1536–1549
CrossRef
Google scholar
|
[16] |
Chun Y N, Chang J S, Berezin A A, Mizeraczyk J. Numerical modeling of near corona wire electrohydrodynamic flow in a wire-plate electrostatic precipitator. IEEE Transactions on Dielectrics and Electrical Insulation, 2007, 14(1): 119–124
CrossRef
Google scholar
|
[17] |
Coroneo M, Mazzei L, Lettieri P, Paglianti A, Montante G. CFD prediction of segregating fluidized bidisperse mixtures of particles differing in size and density in gas-solid fluidized beds. Chemical Engineering Science, 2011, 66(11): 2317–2327
CrossRef
Google scholar
|
[18] |
Hosseini S H, Ahmadi G, Razavi B S, Zhong W Q. Computational fluid dynamic simulation of hydrodynamic behavior in a two-dimensional conical spouted bed. Energy & Fuels, 2010, 24(11): 6086–6098
CrossRef
Google scholar
|
[19] |
Shapiro M, Brenner H. Dispersion and deposition of aerosol-particles in porous filters. Journal of Aerosol Science, 1989, 20(8): 951–954
CrossRef
Google scholar
|
[20] |
Chen Y S, Hsiau S S. A new method for measuring cake thickness by a powder pressure-displacement system. Advanced Powder Technology, 2008, 19(1): 49–60
CrossRef
Google scholar
|
[21] |
Rostami A A. Computational modeling of aerosol deposition in respiratory tract: a review. Inhalation Toxicology, 2009, 21(4): 262–290
CrossRef
Pubmed
Google scholar
|
[22] |
Murphy S A, Tice R R, Smith M G, Margolin B H. Contributions to the design and statistical analysis of in vivo SCE experiments. Mutation Research, 1992, 271(1): 39–48
Pubmed
|
[23] |
Miller K, Chinzei K, Orssengo G, Bednarz P. Mechanical properties of brain tissue in-vivo: experiment and computer simulation. Journal of Biomechanics, 2000, 33(11): 1369–1376
CrossRef
Pubmed
Google scholar
|
[24] |
Stahlhofen W, Gebhart J, Heyder J, Scheuch G. New regional deposition data of the human respiratory-tract. Journal of Aerosol Science, 1983, 14(3): 186–188
CrossRef
Google scholar
|
[25] |
Stahlhofen W. Experimentally determined regional deposition of aerosol-particles in the human respiratory-tract. Clinical Respiratory Physiology-Bulletin Europeen De Physiopathologie Respiratoire, 1980, 16(2): 145–147
|
[26] |
Stein S W. Aiming for a moving target: challenges with impactor measurements of MDI aerosols. International Journal of Pharmaceutics, 2008, 355(1-2): 53–61
CrossRef
Pubmed
Google scholar
|
[27] |
Hu S S, McFarland A R. Numerical performance simulation of a wetted wall bioaerosol sampling cyclone. Aerosol Science and Technology, 2007, 41(2): 160–168
CrossRef
Google scholar
|
[28] |
Gimbun J, Chuah T G, Choong T S Y, Fakhru’l-Razi A. Prediction of the effects of cone tip diameter on the cyclone performance. Journal of Aerosol Science, 2005, 36(8): 1056–1065
CrossRef
Google scholar
|
[29] |
Griffiths W D, Boysan F. Computational fluid dynamics (CFD) and empirical modelling of the performance of a number of cyclone samplers. Journal of Aerosol Science, 1996, 27(2): 281–304
CrossRef
Google scholar
|
[30] |
Gu F, Liu C J, Yuan X G, Yu G C. CFD simulation of liquid film flow on inclined plates. Chemical Engineering & Technology, 2004, 27(10): 1099–1104
CrossRef
Google scholar
|
[31] |
Hoekstra A J, Derksen J J, Van Den Akker H E A. An experimental and numerical study of turbulent swirling flow in gas cyclones. Chemical Engineering Science, 1999, 54(13-14): 2055–2065
CrossRef
Google scholar
|
[32] |
Kim C H, Lee J W. A new collection efficiency model for small cyclones considering the boundary-layer effect. Journal of Aerosol Science, 2001, 32(2): 251–269
CrossRef
Google scholar
|
[33] |
Fortes F J, Laserna J J. Characteristics of solid aerosols produced by optical catapulting studied by laser-induced breakdown spectroscopy. Applied Surface Science, 2010, 256(20): 5924–5928
CrossRef
Google scholar
|
[34] |
Deuschle T, Janoske U, Piesche M. A CFD-model describing filtration, regeneration and deposit rearrangement effects in gas filter systems. Chemical Engineering Journal, 2008, 135(1-2): 49–55
CrossRef
Google scholar
|
[35] |
Han T. Experimental and Numerical Studies of Aerosol Penetration. Dissertation for the Doctoral Degree. College Station: Texas A&M University, 2007
|
[36] |
Han T, Haglund J S, Hari S, McFarland A. Aerosol deposition on electroformed wire screens. Aerosol Science and Technology, 2009, 43(2): 112–119
CrossRef
Google scholar
|
[37] |
Hosseini S A, Tafreshi H V. 3-D simulation of particle filtration in electrospun nanofibrous filters. Powder Technology, 2010, 201(2): 153–160
CrossRef
Google scholar
|
[38] |
Tronville P, Rivers R. Numerical modeling of the flow resistance of fibrous air filter media having random fiber diameter. In: Proceedings of FILTECH Conference and Exhibition, Wiesbaden, 2005.
|
[39] |
Wang J, Pui D Y H. Filtration of aerosol particles by elliptical fibers: a numerical study. Journal of Nanoparticle Research, 2009, 11(1): 185–196
CrossRef
Google scholar
|
[40] |
Bird A J. Use of numerical calculations to simulate the sampling efficiency performance of a personal aerosol sampler. Aerosol Science and Technology, 2005, 39(7): 596–610
CrossRef
Google scholar
|
[41] |
Cain S A, Ram M. Numerical simulation studies of the turbulent airflow through a shrouded airborne aerosol sampling probe and estimation of the minimum sampler transmission efficiency. Journal of Aerosol Science, 1998, 29(9): 1145–1156
|
[42] |
Chandra S, McFarland A R. Shrouded probe performance: Variable flow operation and effect of free stream turbulence. Aerosol Science and Technology, 1997, 26(2): 111–126
CrossRef
Google scholar
|
[43] |
Gao P F, Chen B T, Baron P A, Soderholm S C. A numerical study of the performance of an aerosol sampler with a curved, blunt, multi-orificed inlet. Aerosol Science and Technology, 2002, 36(5): 540–553
CrossRef
Google scholar
|
[44] |
Gao P F, Dillon H K, Baker J, Oestenstad K. Numerical prediction of the performance of a manifold sampler with a circular slit inlet in turbulent flow. Journal of Aerosol Science, 1999, 30(3): 299–312
CrossRef
Google scholar
|
[45] |
Lee S R, Holsen T M, Dhaniyala S. Design and development of novel large particle inlet for PM larger than 10 μm (PM > 10). Aerosol Science and Technology, 2008, 42(2): 140–151
CrossRef
Google scholar
|
[46] |
Tang Y J, Guo B, McFarland A R. A Computational fluid dynamics study of particle penetration through an omni-directional aerosol inlet.. Aerosol Science and Technology, 2010, 44(11): 1049–1057
CrossRef
Google scholar
|
[47] |
Stapleton K W, Guentsch E, Hoskinson M K, Finlay W H. On the suitability of k-epsilon turbulence modeling for aerosol deposition in the mouth and throat: a comparison with experiment. Journal of Aerosol Science, 2000, 31(6): 739–749
CrossRef
Google scholar
|
[48] |
Park S S, Wexler A S. Particle deposition in the pulmonary region of the human lung: Multiple breath aerosol transport and deposition. Journal of Aerosol Science, 2007, 38(5): 509–519
CrossRef
Google scholar
|
[49] |
Nowak N, Kakade P P, Annapragada A V. Computational fluid dynamics simulation of airflow and aerosol deposition in human lungs. Annals of Biomedical Engineering, 2003, 31(4): 374–390
CrossRef
Pubmed
Google scholar
|
[50] |
Darquenne C, Paiva M. Two- and three-dimensional simulations of aerosol transport and deposition in alveolar zone of human lung. Journal of Applied Physiology, 1996, 80(4): 1401–1414
Pubmed
|
[51] |
Darquenne C. A realistic two-dimensional model of aerosol transport and deposition in the alveolar zone of the human lung. Journal of Aerosol Science, 2001, 32(10): 1161–1174
CrossRef
Google scholar
|
[52] |
Broday D M, Georgopoulos P G. Growth and deposition of hygroscopic particulate matter in the human lungs. Aerosol Science and Technology, 2001, 34(1): 144–159
|
[53] |
Ma B, Lutchen K R. CFD simulation of aerosol deposition in an anatomically based human large-medium airway model. Annals of Biomedical Engineering, 2009, 37(2): 271–285
CrossRef
Pubmed
Google scholar
|
[54] |
Jayaraju S T, Brouns M, Verbanck S, Lacor C. Fluid flow and particle deposition analysis in a realistic extrathoracic airway model using unstructured grids. Journal of Aerosol Science, 2007, 38(5): 494–508
CrossRef
Google scholar
|
[55] |
Gong H R, Chandra S, McFarland A R, Anand N K. A predictive model for aerosol transmission through a shrouded probe. Environmental Science & Technology, 1996, 30(11): 3192–3198
CrossRef
Google scholar
|
[56] |
Parker S, Foat T, Preston S. Towards quantitative prediction of aerosol deposition from turbulent flows. Journal of Aerosol Science, 2008, 39(2): 99–112
CrossRef
Google scholar
|
[57] |
Fletcher C A J, Srinivas K. Computational Techniques for Fluid Dynamics. 2nd ed. Berlin, New York: Springer-Verlag, 1991
|
[58] |
Longest P W, Hindle M, Choudhuri S D. Effects of generation time on spray aerosol transport and deposition in models of the mouth-throat geometry. Journal of Aerosol Medicine and Pulmonary Drug Delivery, 2009, 22(2): 67–83
CrossRef
Pubmed
Google scholar
|
[59] |
Group of Materialise. Mimics. Computer program, Leuven: Materialise Group, www.materialise.com, 2007
|
[60] |
Simpleware Ltd.Simpleware. Computer program, Bradninch Hall: Simpleware Ltd., www.simpleware.com, 2007
|
[61] |
Matida E A, Finlay W H, Lange C F, Grgic B. Improved numerical simulation of aerosol deposition in an idealized mouth-throat. Journal of Aerosol Science, 2004, 35(1): 1–19
CrossRef
Google scholar
|
[62] |
Longest P W, Kleinstreuer C, Buchanan J R. Efficient computation of micro-particle dynamics including wall effects. Computers & Fluids, 2004, 33(4): 577–601
CrossRef
Google scholar
|
[63] |
Matida E A, DeHaan W H, Finlay W H, Lange C F. Simulation of particle deposition in an idealized mouth with different small diameter inlets. Aerosol Science and Technology, 2003, 37(11): 924–932
CrossRef
Google scholar
|
[64] |
Zhang Y, Finlay W H, Matida E A. Particle deposition measurements and numerical simulation in a highly idealized mouth-throat. Journal of Aerosol Science, 2004, 35(7): 789–803
CrossRef
Google scholar
|
[65] |
Pope S B. Turbulent Flows. Cambridge: Cambridge University Press, 2000
|
[66] |
Landau L D. Lifshits E M. Fluid Mechanics. 2nd ed. Oxford, England; New York: Pergamon Press, 1987
|
[67] |
Launder B E, Spalding D B. The numerical computation of turbulent flows. Computer Methods in Applied Mechanics and Engineering, 1974, 3(2): 269–289
CrossRef
Google scholar
|
[68] |
Launder B, Reece G J, Rodi W. Progress in the development of a Reynolds-Stress turbulence closure. Journal of Fluid Mechanics, 1975, 68(3): 537–566
CrossRef
Google scholar
|
[69] |
Launder B, Spalding D B. The numerical computation of turbulent flows. Computer Methods in Applied Mechanics and Engineering, 1974, 3(2): 269–289
CrossRef
Google scholar
|
[70] |
Wilcox D C. Turbulence Modeling for CFD. 3rd ed. La Cãnada, Calif.: DCW Industries, 2006
|
[71] |
Spalart P R, Shur M. On the sensitization of turbulence models to rotation and curvature. Aerospace Science and Technology, 1997, 1(5): 297–302
CrossRef
Google scholar
|
[72] |
Slater S A, Young J B. The calculation of inertial particle transport in dilute gas-particle flows. International Journal of Multiphase Flow, 2001, 27(1): 61–87
CrossRef
Google scholar
|
[73] |
Liu B Y H, Agarwal J K. Experimental observation of aerosol deposition in turbulent flow. Journal of Aerosol Science, 1974, 5(2): 145–155
CrossRef
Google scholar
|
[74] |
Schobeiri M. Fluid Mechanics for Engineers: A Graduate Textbook. New York: Springer, 2010
|
[75] |
Casella G, Berger R L. Statistical Inference. 2nd ed. Pacific Grove: Thomson Learning, 2002
|
[76] |
Balashazy I, Hofmann W. Deposition of aerosols in asymmetric airway bifurcations. Journal of Aerosol Science, 1995, 26(2): 273–292
CrossRef
Google scholar
|
[77] |
Balashazy I, Hofmann W. Particle deposition in airway bifurcations: 1. Inspiratory Flow. Journal of Aerosol Science, 1993, 24(6): 745–772
CrossRef
Google scholar
|
[78] |
Balashazy I, Hofmann W, Martonen T B. Inspiratory particle deposition in airway bifurcation models. Journal of Aerosol Science, 1991, 22(1): 15–30
CrossRef
Google scholar
|
[79] |
Balashazy I, Hofmann W. Particle deposition in airway bifurcations: 2. Expiratory Flow. Journal of Aerosol Science, 1993, 24(6): 773–786
CrossRef
Google scholar
|
[80] |
Kim C S, Iglesias A J. Deposition of inhaled particles in bifurcating airway models: I. Inspiratory Deposition. Journal of Aerosol Medicine, 1989, 2(1): 1–14
CrossRef
Google scholar
|
[81] |
Kim C S, Iglesias A J, Garcia L. Deposition of inhaled particles in bifurcating airway models: II. Expiratory Deposition. Journal of Aerosol Medicine, 1989, 2(1): 15–27
CrossRef
Google scholar
|
[82] |
Zhang Z, Kleinstreuer C, Kim C S. Cyclic micron-size particle inhalation and deposition in a triple bifurcation lung airway model. Journal of Aerosol Science, 2002, 33(2): 257–281
CrossRef
Google scholar
|
[83] |
Weibel E R. Principles and methods for the morphometric study of the lung and other organs. Laboratory Investigation, 1963, 12(2): 131–155
Pubmed
|
[84] |
Li A, Ahmadi G. Dispersion and deposition of spherical-particles from point sources in a turbulent channel flow. Aerosol Science and Technology, 1992, 16(4): 209–226
CrossRef
Google scholar
|
[85] |
Balashazy I, Hofmann W, Heistracher T. Computation of local enhancement factors for the quantification of particle deposition patterns in airway bifurcations. Journal of Aerosol Science, 1999, 30(2): 185–203
CrossRef
Google scholar
|
[86] |
Matida E A, Finlay W H, Breuer M, Lange C F. Improving prediction of aerosol deposition in an idealized mouth using large-Eddy simulation. Journal of Aerosol Medicine-Deposition Clearance and Effects in the Lung, 2006, 19(3): 290–300
CrossRef
Pubmed
Google scholar
|
[87] |
DeHaan W H, Finlay W H. Predicting extrathoracic deposition from dry powder inhalers. Journal of Aerosol Science, 2004, 35(3): 309–331
CrossRef
Google scholar
|
[88] |
Liu Y, Matida E A, Gu J, Johnson M R. Numerical simulation of aerosol deposition in a 3-D human nasal cavity using RANS, RANS/EIM, and LES. Journal of Aerosol Science, 2007, 38(7): 683–700
CrossRef
Google scholar
|
[89] |
Cheng Y S. Aerosol deposition in the extrathoracic region. Aerosol Science and Technology, 2003, 37(8): 659–671
CrossRef
Pubmed
Google scholar
|
[90] |
Nene R R. Design of Bio-aerosol Sampling Inlets. Dissertation for the Master Degree. College Station: Texas A&M University, 2006
|
[91] |
Baehl M M. Ambient aerosol sampling inlet for flow rates of 100 and 400 L/min. Dissertation for the Master Degree. College Station: Texas A&M University, 2007
|
[92] |
Wang Q, Squires K D. Large eddy simulation of particle deposition in a vertical turbulent channel flow. International Journal of Multiphase Flow, 1996, 22(4): 667–683
CrossRef
Google scholar
|
[93] |
Mclaughlin J B. Aerosol-particle deposition in numerically simulated channel flow. Physics of Fluids. A, Fluid Dynamics, 1989, 1(7): 1211–1224
CrossRef
Google scholar
|
[94] |
Wang Q, Squires K D, Chen M, McLaughlin J B. On the role of the lift force in turbulence simulations of particle deposition. International Journal of Multiphase Flow, 1997, 23(4): 749–763
CrossRef
Google scholar
|
[95] |
Kuerten J G M, Vreman A W. Can turbophoresis be predicted by large-eddy simulation? Physics of Fluids, 2005, 17(1): 011701, 1-4
CrossRef
Google scholar
|
[96] |
Lee K W, Liu B Y H. Theoretical-study of aerosol filtration by fibrous filters. Aerosol Science and Technology, 1982, 1(2): 147–161
CrossRef
Google scholar
|
[97] |
Lee K W, Ramamurthi M. Filter collection. In: Willeke K, Baron P A, eds. Aerosol Measurement: Principles, Techniques, and Applications. New York: van Nostrand Reinhold, 1993
|
[98] |
Lee K W, Gieseke J A. Note on the approximation of interceptional collection efficiencies. Journal of Aerosol Science, 1980, 11(4): 335–341
CrossRef
Google scholar
|
[99] |
Pich J. The Effectiveness of the barrier effect in fiber filters at small knudsen numbers. Staub Reinhaltung der Luft, 1966, 26: 1–4
|
[100] |
Liu B Y H, Rubow K L. Efficiency, pressure drop and figure of merit of high efficiency fibrous and membrane filter media. In: Proceedings of the Fifth World Filtration Congress, NICE, 1990
|
[101] |
Sbrizzai F, Verzicco R, Pidria M F, Soldati A. Mechanisms for selective radial dispersion of microparticles in the transitional region of a confined turbulent round jet. International Journal of Multiphase Flow, 2004, 30(11): 1389–1417
CrossRef
Google scholar
|
[102] |
Parker S, Nally J, Foat T, Preston S. Refinement and testing of the drift-flux model for indoor aerosol dispersion and deposition modelling. Journal of Aerosol Science, 2010, 41(10): 921–934
CrossRef
Google scholar
|
[103] |
Zhang Z, Chen Q. Prediction of particle deposition onto indoor surfaces by CFD with a modified Lagrangian method. Atmospheric Environment, 2009, 43(2): 319–328
CrossRef
Google scholar
|
[104] |
Tian Z F, Tu J Y, Yeoh G H, Yuen R K K. On the numerical study of contaminant particle concentration in indoor airflow. Building and Environment, 2006, 41(11): 1504–1514
CrossRef
Google scholar
|
[105] |
Jicha M, Pospisil J, Katolicky J. Dispersion of pollutants in street canyon under traffic induced flow and turbulence. Environmental Monitoring and Assessment, 2000, 65(1-2): 343–351
CrossRef
Google scholar
|
[106] |
Jicha M, Katolicky J, Pospisil J. Dispersion of pollutants in a street canyon and street intersection under traffic-induced flow and turbulence using a low Re k-epsilon model. International Journal of Environment and Pollution, 2002, 18(2): 160–170
CrossRef
Google scholar
|
[107] |
Chan T L, Liu Y H, Chan C K. Direct quadrature method of moments for the exhaust particle formation and evolution in the wake of the studied ground vehicle. Journal of Aerosol Science, 2010, 41(6): 553–568
CrossRef
Google scholar
|
[108] |
Carpentieri M, Kumar P, Robins A. An overview of experimental results and dispersion modelling of nanoparticles in the wake of moving vehicles. Environmental Pollution, 2011, 159(3): 685–693
CrossRef
Pubmed
Google scholar
|
[109] |
Albriet B, Sartelet K N, Lacour S, Carissimo B, Seigneur C. Modelling aerosol number distributions from a vehicle exhaust with an aerosol CFD model. Atmospheric Environment, 2010, 44(8): 1126–1137
CrossRef
Google scholar
|
[110] |
Jayaraju S T, Brouns M, Lacor C, Belkassem B, Verbanck S. Large eddy and detached eddy simulations of fluid flow and particle deposition in a human mouth-throat. Journal of Aerosol Science, 2008, 39(10): 862–875
CrossRef
Google scholar
|
[111] |
Lo Iacono G, Tucker P G, Reynolds A M. Predictions for particle deposition from LES of ribbed channel flow. International Journal of Heat and Fluid Flow, 2005, 26(4): 558–568
CrossRef
Google scholar
|
[112] |
Longest P W, Hindle M, Das Choudhuri S, Byron P R. Numerical simulations of capillary aerosol generation: CFD model development and comparisons with experimental data. Aerosol Science and Technology, 2007, 41(10): 952–973
CrossRef
Google scholar
|
[113] |
CD-adapco Inc. STAR-CCM+ 5.04.006 Guide and Documentation. Computer program manual, Melville, New York: CD-adapco Inc., 2010
|
[114] |
Gosman A D, Ioannides E. Aspects of computer-simulation of liquid-fueled combustors. Journal of Energy, 1983, 7(6): 482–490
CrossRef
Google scholar
|
[115] |
Friedlander S K, Johnstone H F. Deposition of suspended particles from turbulent gas streams. Industrial & Engineering Chemistry, 1957, 49(7): 1151–1156
CrossRef
Google scholar
|
[116] |
Mednikov E P. Turbulent Transfer and Deposition of Aerosols. Moscow: Nauka, 1980 (in Russian)
|
[117] |
Nerisson P, Simonin O, Ricciardi L, Douce A, Fazileabasse J. Improved CFD transport and boundary conditions models for low-inertia particles. Computers & Fluids, 2011, 40(1): 79–91
CrossRef
Google scholar
|
[118] |
Gao R, Li A G. Modeling deposition of particles in vertical square ventilation duct flows. Building and Environment, 2011, 46(1): 245–252
CrossRef
Google scholar
|
[119] |
Jiang H, Lu L, Sun K. Simulation of particle deposition in ventilation duct with a particle-wall impact model. Building and Environment, 2010, 45(5): 1184–1191
CrossRef
Google scholar
|
[120] |
Zhang F P, Li A G. CFD simulation of particle deposition in a horizontal turbulent duct flow. Chemical Engineering Research & Design, 2008, 86(1): 95–106
CrossRef
Google scholar
|
[121] |
Kasper G, Schollmeier S, Meyer J, Hoferer J. The collection efficiency of a particle-loaded single filter fiber. Journal of Aerosol Science, 2009, 40(12): 993–1009
CrossRef
Google scholar
|
[122] |
Fotovati S, Tafreshi H V, Ashari A, Hosseini S A, Pourdeyhimi B. Analytical expressions for predicting capture efficiency of bimodal fibrous filters. Journal of Aerosol Science, 2010, 41(3): 295–305
CrossRef
Google scholar
|
/
〈 | 〉 |