Analytical description of particle/droplet-laden turbulent flows

Abstract Various existing analytical descriptions for predicting turbulent flows laden with solid particles or liquid droplets are reviewed here. The main focus is on a collisionless dispersed phase, however, the two-way coupling effects are considered and discussed. The review of various methods is conducted by dividing them into two main categories. The first category includes direct numerical simulation (DNS), large-eddy simulation, and stochastic modelling, which are collectively called the ‘Lagrangian description’. The second category, under the ‘Eulerian description’, includes Reynolds averaged Navier–Stokes (RANS) and probability density function (pdf) modelling. The emphasis is placed on application of these approaches for both understanding and prediction of turbulent dispersed phase. The discussion is focused on merits and limitations of these approaches and the nature of predictions offered by them. The mathematical aspects of RANS and pdf modelling are presented in greater detail. The important role of DNS generated data in the development and assessment of other approaches is discussed with the aid of some representative examples in particle-laden homogeneous turbulent flows.

[1]  S. Elghobashi,et al.  Direct simulation of particle dispersion in a decaying isotropic turbulence , 1992, Journal of Fluid Mechanics.

[2]  John R. Fessler,et al.  Particle response and turbulence modification in fully developed channel flow , 1994, Journal of Fluid Mechanics.

[3]  John B. McLaughlin,et al.  Numerical computation of particles-turbulence interaction , 1994 .

[4]  S. Pope PDF methods for turbulent reactive flows , 1985 .

[5]  G. Mariotti,et al.  Direct numerical simulation of particle behaviour in the wall region of turbulent flows in horizontal channels , 1992 .

[6]  A.J.M. Spencer,et al.  Theory of invariants , 1971 .

[7]  N. Kampen,et al.  Stochastic processes in physics and chemistry , 1981 .

[8]  Dale B. Taulbee,et al.  An improved algebraic Reynolds stress model and corresponding nonlinear stress model , 1992 .

[9]  Dale B. Taulbee,et al.  Stress relation for three‐dimensional turbulent flows , 1994 .

[10]  Fuat Odar Unsteady motion of a sphere along a circular path in a viscous fluid , 1968 .

[11]  Gerard M. Faeth,et al.  A theoretical and experimental study of turbulent particle-laden jets , 1983 .

[12]  L. I. Zaichik,et al.  Modeling of dynamics, heat transfer, and combustion in two-phase turbulent flows : 2. Flows with heat transfer and combustion , 1997 .

[13]  Farzad Mashayek,et al.  Particle dispersion in forced isotropic low-Mach-number turbulence , 1999 .

[14]  C. Tchen,et al.  Mean Value and Correlation Problems connected with the Motion of Small Particles suspended in a turbulent fluid , 1947 .

[15]  D. Zhang,et al.  Momentum and energy equations for disperse two-phase flows and their closure for dilute suspensions , 1997 .

[16]  Yu. A. Buevich,et al.  Motion resistance of a particle suspended in a turbulent medium , 1966 .

[17]  Farzad Mashayek,et al.  TURBULENT GAS-SOLID FLOWS, PART I: DIRECT SIMULATIONS AND REYNOLDS STRESS CLOSURES , 2002 .

[18]  M. Maxey,et al.  Settling velocity and concentration distribution of heavy particles in homogeneous isotropic turbulence , 1993, Journal of Fluid Mechanics.

[19]  Leonid I. Zaichik,et al.  A statistical model of particle transport and heat transfer in turbulent shear flows , 1999 .

[20]  Tov Elperin,et al.  Anomalous scalings for fluctuations of inertial particles concentration and large-scale dynamics , 1998 .

[21]  Olivier Simonin,et al.  Large Eddy Simulation and Second-Moment Closure Model of Particle Fluctuating Motion in Two-Phase Turbulent Shear Flows , 1995 .

[22]  Martin Sommerfeld,et al.  Spray evaporation in turbulent flow , 1993 .

[23]  W. Reynolds Computation of Turbulent Flows , 1975 .

[24]  C. Crowe,et al.  Direct numerical simulation of a three-dimensional temporal mixing layer with particle dispersion , 1998, Journal of Fluid Mechanics.

[25]  I. Eames,et al.  The Motion of High-Reynolds-Number Bubbles in Inhomogeneous Flows , 2000 .

[26]  Brian Launder,et al.  Current capabilities for modelling turbulence in industrial flows , 1991 .

[27]  Jose C. F. Pereira,et al.  COMPUTATION OF PARTICLE DISPERSION IN TURBULENT LIQUID FLOWS USING AN EFFICIENT LAGRANGIAN TRAJECTORY MODEL , 1998 .

[28]  M. Wells,et al.  The effects of crossing trajectories on the dispersion of particles in a turbulent flow , 1983, Journal of Fluid Mechanics.

[29]  John K. Eaton Experiments and Simulations on Turbulence Modification by Dispersed Particles , 1994 .

[30]  J. Fontaine,et al.  Numerical study of the solid particle motion in grid-generated turbulent flows , 1993 .

[31]  Inchul Kim,et al.  On the equation for spherical-particle motion: effect of Reynolds and acceleration numbers , 1998, Journal of Fluid Mechanics.

[32]  I. Derevich,et al.  Particle deposition from a turbulent flow , 1988 .

[33]  Shi-Chune Yao,et al.  Group modeling of impacting spray dynamics , 1992 .

[34]  David I. Graham An Improved Eddy Interaction Model for Numerical Simulation of Turbulent Particle Dispersion , 1996 .

[35]  Shijun Liao,et al.  NUMERICAL SIMULATIONS OF PARTICLE-LADEN AXISYMMETRIC TURBULENT FLOWS , 2001 .

[36]  Jean-Pierre Minier,et al.  PROBABILITY DENSITY FUNCTION MODELING OF DISPERSED TWO-PHASE TURBULENT FLOWS , 1999 .

[37]  E. Loth Numerical approaches for motion of dispersed particles, droplets and bubbles , 2000 .

[38]  Farzad Mashayek,et al.  Statistics in particle-laden plane strain turbulence by direct numerical simulation , 2001 .

[39]  N. Wax,et al.  Selected Papers on Noise and Stochastic Processes , 1955 .

[40]  Efstathios E. Michaelides,et al.  Review-The transient equation of motion for particles , 1997 .

[41]  Akira Yoshizawa,et al.  Statistical analysis of the deviation of the Reynolds stress from its eddy‐viscosity representation , 1984 .

[42]  M. Reeks The transport of discrete particles in inhomogeneous turbulence , 1983 .

[43]  S. Pope,et al.  An algorithm for tracking fluid particles in numerical simulations of homogeneous turbulence , 1988 .

[44]  J. Hinze,et al.  TURBULENT FLUID AND PARTICLE INTERACTION , 1972 .

[45]  C. Gardiner Handbook of Stochastic Methods , 1983 .

[46]  Tsan-Hsing Shih,et al.  Second-order modelling of particle dispersion in a turbulent flow , 1986, Journal of Fluid Mechanics.

[47]  Brian Launder,et al.  A Reynolds stress model of turbulence and its application to thin shear flows , 1972, Journal of Fluid Mechanics.

[48]  Gérard Gouesbet,et al.  MODELLING AND PREDICTING TURBULENCE FIELDS AND THE DISPERSION OF DISCRETE PARTICLES TRANSPORTED BY TURBULENT FLOWS , 1986 .

[49]  David I. Graham Dispersion of initially-static and initially-excited particles in a turbulent fluid flow , 1996 .

[50]  Gerard M. Faeth,et al.  Turbulent dispersion of particles in self-generated homogeneous turbulence , 1990, Journal of Fluid Mechanics.

[51]  Q. Q. Lu,et al.  Particle Motion in Two-Dimensional Confined Turbulent Flows , 1992 .

[52]  P. Saffman The lift on a small sphere in a slow shear flow , 1965, Journal of Fluid Mechanics.

[53]  Stephen B. Pope,et al.  A second-order Monte Carlo method for the solution of the Ito stochastic differential equation , 1986 .

[54]  K. Horiuti,et al.  Higher‐order terms in the anisotropic representation of Reynolds stresses , 1990 .

[55]  Q. Q. Lu,et al.  Particle Dispersion in Shear Turbulent Flows , 1993 .

[56]  K. Squires,et al.  Preferential concentration of particles by turbulence , 1991 .

[57]  K. Sreenivasan On the universality of the Kolmogorov constant , 1995 .

[58]  Farzad Mashayek Velocity and Temperature Statistics in Reacting Droplet-Laden Homogeneous Shear Turbulence , 2000 .

[59]  Farzad Mashayek,et al.  Temperature statistics in particle-laden turbulent homogeneous shear flow , 2003 .

[60]  T. J. Hanratty,et al.  Free‐flight mixing and deposition of aerosols , 1994 .

[61]  Said Elghobashi,et al.  Two-component LDA measurement in a two-phase turbulent jet , 1983 .

[62]  C. Meneveau,et al.  Scale-Invariance and Turbulence Models for Large-Eddy Simulation , 2000 .

[63]  L. I. Zaichik,et al.  An equation for the probability density, velocity, and temperature of particles in a turbulent flow modelled by a random Gaussian field☆ , 1990 .

[64]  M. Lesieur,et al.  New Trends in Large-Eddy Simulations of Turbulence , 1996 .

[65]  Said Elghobashi,et al.  Prediction of the particle-laden jet with a two-equation turbulence model , 1984 .

[66]  Sanjoy Banerjee,et al.  NUMERICAL SIMULATION OF PARTICLE INTERACTIONS WITH WALL TURBULENCE , 1996 .

[67]  Jose C. F. Pereira,et al.  PREDICTION OF EVAPORATING SPRAY IN ANISOTROPICALLY TURBULENT GAS FLOW , 1995 .

[68]  Efstathios E. Michaelides,et al.  Heat transfer from a rigid sphere in a nonuniform flow and temperature field , 1994 .

[69]  Farzad Mashayek,et al.  A particle-tracking algorithm for the multidomain staggered-grid spectral method , 2001 .

[70]  S. Corrsin,et al.  On the equation of motion for a particle in turbulent fluid , 1956 .

[71]  Brian Launder,et al.  On the effects of a gravitational field on the turbulent transport of heat and momentum , 1975, Journal of Fluid Mechanics.

[72]  F. Mashayek,et al.  Two-fluid large-eddy simulation approach for particle-laden turbulent flows , 2002 .

[73]  R. I. Issa,et al.  Modelling of Turbulent Dispersion in Two Phase Flow Jets , 1993 .

[74]  P. Moin,et al.  Turbulence statistics in fully developed channel flow at low Reynolds number , 1987, Journal of Fluid Mechanics.

[75]  Kyle D. Squires,et al.  Large eddy simulation of particle‐laden turbulent channel flow , 1996 .

[76]  Shinichi Yuu,et al.  Numerical simulation of the high Reynolds number slit nozzle gas–particle jet using subgrid-scale coupling large eddy simulation , 2001 .

[77]  S. Menon,et al.  On LEM/LES methodology for two-phase flows , 1999 .

[78]  Andrea Prosperetti,et al.  Averaged equations for inviscid disperse two-phase flow , 1994, Journal of Fluid Mechanics.

[79]  G. S. Patterson,et al.  DIFFUSION EXPERIMENTS WITH NUMERICALLY INTEGRATED ISOTROPIC TURBULENCE. , 1974 .

[80]  John K. Eaton,et al.  Effect of Selective Modification of Turbulence on Two-Equation Models for Particle-Laden Turbulent Flows , 1994 .

[81]  Said Elghobashi,et al.  A two-equation turbulence model for jet flows laden with vaporizing droplets , 1985 .

[82]  M. Caporaloni,et al.  Transfer of Particles in Nonisotropic Air Turbulence , 1975 .

[83]  Bo G Leckner,et al.  Fundamentals of turbulent gas-solid flows applied to circulating fluidized bed combustion , 1998 .

[84]  W. Sirignano,et al.  Fluid Dynamics and Transport of Droplets and Sprays , 1999 .

[85]  J. Lumley,et al.  A First Course in Turbulence , 1972 .

[86]  S. Elghobashi,et al.  Direct numerical simulation of particle dispersion in homogeneous turbulent shear flows , 2001 .

[87]  T. J. Hanratty,et al.  Turbulent deposition and trapping of aerosols at a wall , 1992 .

[88]  R. Rogallo Numerical experiments in homogeneous turbulence , 1981 .

[89]  S. Orszag,et al.  Renormalization group analysis of turbulence. I. Basic theory , 1986, Physical review letters.

[90]  J. Fontaine,et al.  A lagrangian model for solid particles in turbulent flows , 1993 .

[91]  S. Pope A more general effective-viscosity hypothesis , 1975, Journal of Fluid Mechanics.

[92]  J. McLaughlin,et al.  A New Correlation for the Aerosol Deposition Rate in Vertical Ducts , 1995 .

[93]  G. Jacobs,et al.  TEMPERATURE-DEPENDENT REACTION IN DROPLET-LADEN HOMOGENEOUS TURBULENCE , 2001 .

[94]  M. Reeks On a kinetic equation for the transport of particles in turbulent flows , 1991 .

[95]  J. Lumley,et al.  Some measurements of particle velocity autocorrelation functions in a turbulent flow , 1971, Journal of Fluid Mechanics.

[96]  F. White Viscous Fluid Flow , 1974 .

[97]  Yutaka Tsuji,et al.  Activities in discrete particle simulation in Japan , 2000 .

[98]  F. Mashayek,et al.  TURBULENT GAS-SOLID FLOWS, PART II: EXPLICIT ALGEBRAIC MODELS , 2002 .

[99]  Q. Lu,et al.  An approach to modeling particle motion in turbulent flows—I. Homogeneous, isotropic turbulence , 1995 .

[100]  G. Karniadakis,et al.  Spectral/hp Element Methods for CFD , 1999 .

[101]  M. I. Yudine Physical Considerations on Heavy-particle Diffusion , 1959 .

[102]  U. Piomelli,et al.  Effect of the subgrid scales on particle motion , 1999 .

[103]  John L. Lumley,et al.  Computational Modeling of Turbulent Flows , 1978 .

[104]  Goodarz Ahmadi,et al.  Dispersion and deposition of Brownian particles from point sources in a simulated turbulent channel flow , 1991 .

[105]  G. Batchelor,et al.  The theory of homogeneous turbulence , 1954 .

[106]  Thierry Poinsot,et al.  Simple Stochastic Model for Particle Dispersion Including Inertia, Trajectory-Crossing, and Continuity Effects , 1998 .

[107]  G. Csanady Turbulent Diffusion of Heavy Particles in the Atmosphere , 1963 .

[108]  Ludwig Boltzmann,et al.  Lectures on Gas Theory , 1964 .

[109]  K. Furutsu,et al.  On the statistical theory of electromagnetic waves in a fluctuating medium (I) , 1963 .

[110]  I. Derevich,et al.  Statistical modelling of mass transfer in turbulent two-phase dispersed flows. 2 : Calculation results , 2000 .

[111]  G. Gouesbet,et al.  Influence of particle interactions on particle dispersion in low turbulence field , 1993 .

[112]  J. Bellan,et al.  Direct Numerical Simulation and Subgrid Analysis of a Transitional Droplet Laden Mixing Layer , 2000 .

[113]  M. Reeks On the continuum equations for dispersed particles in nonuniform flows , 1992 .

[114]  S. McKee,et al.  Derivation of a pdf kinetic equation for the transport of particles in turbulent flows , 1999 .

[115]  M. Reeks On the constitutive relations for dispersed particles in nonuniform flows. I: Dispersion in a simple shear flow , 1993 .

[116]  Robert H. Kraichnan,et al.  Irreversible Statistical Mechanics of Incompressible Hydromagnetic Turbulence , 1958 .

[117]  Farzad Mashayek,et al.  A FOUR-EQUATION MODEL FOR PREDICTION OF GAS-SOLID TURBULENT FLOWS , 2002 .

[118]  E. Peirano,et al.  The pdf approach to turbulent polydispersed two-phase flows , 2001 .

[119]  Josette Bellan,et al.  A Priori Subgrid Analysis of Temporal Mixing Layers with Evaporating Droplets , 2000 .

[120]  J. Riley,et al.  Equation of motion for a small rigid sphere in a nonuniform flow , 1983 .

[121]  Clayton T. Crowe,et al.  Numerical models for two-phase turbulent flows , 1996 .

[122]  Roger E. A. Arndt,et al.  Advances in Turbulence , 1988, Lecture Notes in Mechanical Engineering.

[123]  R. Kraichnan Lagrangian‐History Closure Approximation for Turbulence , 1965 .

[124]  Farzad Mashayek Stochastic simulations of particle-laden isotropic turbulent flow , 1999 .

[125]  W. Mccomb,et al.  The physics of fluid turbulence. , 1990 .

[126]  S. Pope,et al.  Direct numerical simulations of the turbulent mixing of a passive scalar , 1988 .

[127]  K. Squires,et al.  Large eddy simulation of particle deposition in a vertical turbulent channel flow , 1996 .

[128]  Said Elghobashi,et al.  On predicting particle-laden turbulent flows , 1994 .

[129]  Efstathios E. Michaelides,et al.  Analogies between the transient momentum and energy equations of particles , 1996 .

[130]  T. G. Cowling,et al.  The mathematical theory of non-uniform gases , 1939 .

[131]  R. Clift,et al.  Bubbles, Drops, and Particles , 1978 .

[132]  Steven A. Orszag,et al.  Energy and spectral dynamics in forced compressible turbulence , 1990 .

[133]  Gerard M. Faeth,et al.  A theoretical and experimental study of turbulent evaporating sprays , 1984 .

[134]  A. Gosman,et al.  Aspects of computer simulation of liquid-fuelled combustors , 1981 .

[135]  Jacob N. Chung,et al.  Direct numerical simulation of the two-way coupled interaction between particles and mixing layer , 2000, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[136]  S. Orszag,et al.  Renormalization group analysis of turbulence. I. Basic theory , 1986 .

[137]  Tov Elperin,et al.  Passive scalar transport in a random flow with a finite renewal time: Mean-field equations , 2000 .

[138]  H. Schlichting Boundary Layer Theory , 1955 .

[139]  J. McLaughlin Aerosol particle deposition in numerically simulated channel flow , 1989 .

[140]  P. Boulet,et al.  Temperature fluctuations of discrete particles in a homogeneous turbulent flow: a Lagrangian model , 2001 .

[141]  P. Moin,et al.  A dynamic subgrid‐scale eddy viscosity model , 1990 .

[142]  Olivier Simonin,et al.  Eulerian Prediction of the Fluid/Particle Correlated Motion in Turbulent Two-Phase Flows , 1993 .

[143]  M. Maxey,et al.  Simulations of dispersed turbulent multiphase flow , 1997 .

[144]  S. Elghobashi,et al.  On the two-way interaction between homogeneous turbulence and dispersed solid particles. I: Turbulence modification , 1993 .

[145]  J. Smagorinsky,et al.  GENERAL CIRCULATION EXPERIMENTS WITH THE PRIMITIVE EQUATIONS , 1963 .

[146]  L. I. Zaichik,et al.  Modeling of dynamics, heat transfer, and combustion in two-phase turbulent flows: 1. Isothermal flows , 1997 .

[147]  Farzad Mashayek,et al.  Temperature decay in two-phase turbulent flows , 2000 .

[148]  K. Squires,et al.  Measurements of particle dispersion obtained from direct numerical simulations of isotropic turbulence , 1991, Journal of Fluid Mechanics.

[149]  W. E. Ranz,et al.  Evaporation from drops , 1952 .

[150]  Akira Yoshizawa Statistical modelling of passive-scalar diffusion in turbulent shear flows , 1988 .

[151]  Sean McKee,et al.  Exact analytic solutions to turbulent particle flow equations , 1999 .

[152]  H. Grad On the kinetic theory of rarefied gases , 1949 .

[153]  Said Elghobashi,et al.  On the two‐way interaction between homogeneous turbulence and dispersed solid particles. II. Particle dispersion , 1994 .

[154]  Philip E. Wood,et al.  Turbulence closure modeling of the dilute gas‐particle axisymmetric jet , 1986 .

[155]  S. Elghobashi,et al.  On the mechanisms of modifying the structure of turbulent homogeneous shear flows by dispersed particles , 2000 .

[156]  Wolfgang Kollmann,et al.  Prediction Methods for Turbulent Flows , 1980 .

[157]  S. Corrsin,et al.  Experiments on nearly homogeneous turbulent shear flow , 1970, Journal of Fluid Mechanics.

[158]  J. Bellan,et al.  Direct numerical simulation of a confined three-dimensional gas mixing layer with one evaporating hydrocarbon-droplet-laden stream , 1999, Journal of Fluid Mechanics.

[159]  B. Launder,et al.  The numerical computation of turbulent flows , 1990 .

[160]  J. A. H. Graham,et al.  Further experiments in nearly homogeneous turbulent shear flow , 1977, Journal of Fluid Mechanics.

[161]  Steven A. Orszag,et al.  MODEL EQUATIONS FOR STRONG TURBULENCE IN A VLASOV PLASMA. , 1967 .

[162]  Elperin,et al.  Dynamics of the passive scalar in compressible turbulent flow: Large-scale patterns and small-scale fluctuations. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[163]  N. G. Van Kampen,et al.  A cumulant expansion for stochastic linear differential equations. I , 1974 .

[164]  D. Drew Mathematical Modeling of Two-Phase Flow , 1983 .

[165]  Richard S. Miller Effects of nonreacting solid particle and liquid droplet loading on an exothermic reacting mixing layer , 2001 .

[166]  David A. Kopriva,et al.  A Staggered-Grid Multidomain Spectral Method for the Compressible Navier-Stokes Equations , 1998 .

[167]  Efstathios E. Michaelides,et al.  Heat and mass transfer coefficients of viscous spheres , 2001 .

[168]  W. Rodi A new algebraic relation for calculating the Reynolds stresses , 1976 .

[169]  S. Pope Lagrangian PDF Methods for Turbulent Flows , 1994 .

[170]  Wallis S. Hamilton,et al.  Forces on a sphere accelerating in a viscous fluid , 1964, Journal of Fluid Mechanics.

[171]  S. Chandrasekhar Stochastic problems in Physics and Astronomy , 1943 .

[172]  C. Leith,et al.  Developments in the theory of turbulence , 1973 .

[173]  G. D. Roy,et al.  Propulsion Combustion: Fuels to Emissions , 1999 .

[174]  F. Williams,et al.  Turbulent Reacting Flows , 1981 .

[175]  D. Graham,et al.  Turbulent dispersion of particles using eddy interaction models , 1996 .

[176]  Olivier Simonin,et al.  Continuum modelling of dispersed two-phase flows , 1996 .

[177]  U. Lei,et al.  On the motion of small particles in a homogeneous isotropic turbulent flow , 1991 .

[178]  M. Reeks,et al.  PARTICLE DEPOSITION FROM A TURBULENT FLOW. I: A STEADY-STATE MODEL FOR HIGH INERTIA PARTICLES , 1994 .

[179]  D. Gidaspow Multiphase Flow and Fluidization: Continuum and Kinetic Theory Descriptions , 1994 .

[180]  F. Mashayek,et al.  Turbulent thermal diffusion and barodiffusion of passive scalar and dispersed phase of particles in turbulent flows. , 2002, Physical review letters.

[181]  S. Pope The probability approach to the modelling of turbulent reacting flows , 1976 .

[182]  Farzad Mashayek,et al.  Non-isothermal dispersed phase of particles in turbulent flow , 2003, Journal of Fluid Mechanics.

[183]  David Swailes,et al.  Chapman-Enskog closure approximation in the kinetic theory of dilute turbulent gas-particulate suspensions , 1998 .

[184]  T. Elperin,et al.  Turbulent thermal diffusion of small inertial particles. , 1996, Physical review letters.

[185]  F. Mashayek Numerical investigation of reacting droplets in homogeneous shear turbulence , 2000, Journal of Fluid Mechanics.

[186]  P. James,et al.  On the effect of anisotropy on the turbulent dispersion and deposition of small particles , 1999 .

[187]  H. Eickhoff,et al.  Particle Dispersion in Highly Swirling Turbulent Flows , 1993 .

[188]  B. Launder,et al.  Progress in the development of a Reynolds-stress turbulence closure , 1975, Journal of Fluid Mechanics.

[189]  T. J. Hanratty,et al.  Particle dispersion in isotropic turbulence under Stokes drag and Basset force with gravitational settling , 1991, Journal of Fluid Mechanics.

[190]  D. Graham On the inertia effect in eddy interaction models , 1996 .

[191]  Farzad Mashayek,et al.  Kinetic equation for particle transport and heat transfer in non-isothermal turbulent flows , 2002 .

[192]  Farzad Mashayek,et al.  Simulation and Reynolds stress modeling of particle-laden turbulent shear flows , 1999 .

[193]  F. Mashayek Simulations of reacting droplets dispersed in isotropic turbulence , 1999 .

[194]  F. Mashayek Direct numerical simulations of evaporating droplet dispersion in forced low Mach number turbulence , 1998 .

[195]  Farzad Mashayek,et al.  Probability density function modeling of evaporating droplets dispersed in isotropic turbulence , 2001 .

[196]  Mihail C. Roco,et al.  Solid phase contribution in the two-phase turbulence kinetic energy equation , 1990 .

[197]  Xi-Qing Chen,et al.  Heavy particle dispersion in inhomogeneous, anisotropic, turbulent flows , 2000 .

[198]  Goodarz Ahmadi,et al.  Brownian particle deposition in a directly simulated turbulent channel flow , 1993 .

[199]  George Bergeles,et al.  Dispersion of particles in anisotropic turbulent flows , 1993 .

[200]  R. Jackson,et al.  Locally averaged equations of motion for a mixture of identical spherical particles and a Newtonian fluid , 1997 .

[201]  Avinoam Nir,et al.  On the motion of suspended particles in stationary homogeneous turbulence , 1978, Journal of Fluid Mechanics.

[202]  K. Squires,et al.  Direct numerical simulation of turbulence modulation by particles in isotropic turbulence , 1998, Journal of Fluid Mechanics.

[203]  F. Mashayek,et al.  Dispersion and polydispersity of droplets in stationary isotropic turbulence , 1997 .

[204]  Gerard M. Faeth,et al.  Structure of particle-laden jets - Measurements and predictions , 1984 .

[205]  Gérard Gouesbet,et al.  On the Lagrangian simulation of turbulence influence on droplet evaporation , 1991 .

[206]  J. J. Uhl,et al.  Analysis in function spaces , 1989 .

[207]  Said Elghobashi,et al.  A two-equation turbulence model for dispersed dilute confined two-phase flows , 1989 .

[208]  David Swailes,et al.  Predictive model of the turbulent flow of dilute gas–particulate suspension in a vertical pipe , 2000 .

[209]  S. Menon,et al.  LES of spray combustion in swirling flows , 2002 .

[210]  K. Squires,et al.  On the prediction of gas–solid flows with two-way coupling using large eddy simulation , 2000 .

[211]  Lixing Zhou,et al.  Theory and numerical modeling of turbulent gas-particle flows and combustion , 1993 .

[212]  J. Pereira,et al.  Computation of turbulent evaporating sprays with well-specified measurements: a sensitivity study on droplet properties , 1996 .

[213]  Lian-Ping Wang,et al.  Stochastic trajectory models for turbulent diffusion: Monte Carlo process versus Markov chains , 1992 .

[214]  Said Elghobashi,et al.  A two‐equation turbulence model for two‐phase flows , 1983 .

[215]  D. Graham,et al.  Spectral characteristics of eddy interaction models , 2001 .

[216]  Franz Durst,et al.  Turbulent Shear Flows 9 , 1995 .

[217]  U. Lei,et al.  On the motion of small particles in a homogeneous turbulent shear flow , 1991 .

[218]  Charles G. Speziale,et al.  ANALYTICAL METHODS FOR THE DEVELOPMENT OF REYNOLDS-STRESS CLOSURES IN TURBULENCE , 1990 .

[219]  W. Rodi Turbulence models for environmental problems , 1979 .

[220]  Ronald S. Rivlin,et al.  Further Remarks on the Stress-Deformation Relations for Isotropic Materials , 1955 .

[221]  Farzad Mashayek,et al.  Droplet–turbulence interactions in low-Mach-number homogeneous shear two-phase flows , 1998, Journal of Fluid Mechanics.

[222]  Peyman Givi,et al.  Direct numerical simulations of mixing and reaction in a nonpremixed homogeneous turbulent flow , 1989 .

[223]  I. Derevich,et al.  Statistical modelling of mass transfer in turbulent two-phase dispersed flows — 1. Model development , 2000 .

[224]  K. Squires,et al.  Particle response and turbulence modification in isotropic turbulence , 1990 .

[225]  Jose C. F. Pereira,et al.  Efficient computation of particle dispersion in turbulent flows with a stochastic-probabilistic model , 1997 .

[226]  F. Bracco,et al.  Stochastic particle dispersion modeling and the tracer‐particle limit , 1992 .

[227]  F. Pourahmadi,et al.  Modelling solid-fluid turbulent flows with application to predicting erosive wear , 1983 .

[228]  Damian Rouson,et al.  On the preferential concentration of solid particles in turbulent channel flow , 2001, Journal of Fluid Mechanics.

[229]  Jacob N. Chung,et al.  Direct numerical simulation of a two-way thermally coupled droplet-laden mixing layer , 2001, Journal of Fluid Mechanics.

[230]  Evgenii A. Novikov,et al.  Functionals and the random-force method in turbulence theory , 1965 .

[231]  B. Oesterlé,et al.  On the dispersion of discrete particles moving in a turbulent shear flow , 2000 .

[232]  Gérard Gouesbet,et al.  Particle lagrangian simulation in turbulent flows , 1990 .

[233]  Tov Elperin,et al.  TURBULENT BARODIFFUSION, TURBULENT THERMAL DIFFUSION, AND LARGE-SCALE INSTABILITY IN GASES , 1997 .

[234]  A. Berlemont,et al.  Eulerian and Lagrangian approaches for predicting the behaviour of discrete particles in turbulent flows , 1999 .

[235]  T. Gatski,et al.  On explicit algebraic stress models for complex turbulent flows , 1992, Journal of Fluid Mechanics.

[236]  Said Elghobashi,et al.  DIRECT NUMERICAL SIMULATIONS OF BUBBLE-LADEN TURBULENT FLOWS USING THE TWO-FLUID FORMULATION , 1998 .

[237]  M. W. Reeks,et al.  Eulerian direct interaction applied to the statistical motion of particles in a turbulent fluid , 1980, Journal of Fluid Mechanics.

[238]  W. G. Wolfer,et al.  Numerical evaluation of path-integral solutions to Fokker-Planck equations. III. Time and functionally dependent coefficients. , 1987, Physical review. A, General physics.

[239]  Fuat Odar,et al.  Verification of the proposed equation for calculation of the forces on a sphere accelerating in a viscous fluid , 1966, Journal of Fluid Mechanics.

[240]  D. Wilcox Turbulence modeling for CFD , 1993 .

[241]  Marcel Lesieur,et al.  Turbulence in fluids , 1990 .