Statistics and Parameterizations of the Effect of Turbulence on the Geometric Collision Kernel of Cloud Droplets

Charmaine N. Franklin Department of Atmospheric and Oceanic Sciences, McGill University, Montreal, Quebec, Canada

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Paul A. Vaillancourt Recherche en Prévision Numérique, Meteorological Service of Canada, Dorval, Quebec, Canada

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M. K. Yau Department of Atmospheric and Oceanic Sciences, McGill University, Montreal, Quebec, Canada

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Abstract

Collision statistics of cloud droplets in turbulent flow have been calculated for 12 droplet size combinations in four flow fields with levels of the eddy dissipation rate of turbulent kinetic energy ranging from 95 to 1535 cm2 s−3. The flow fields were generated by using a direct numerical simulation technique and large numbers of droplets were explicitly tracked through the flow field for each experiment. The effect of turbulence on the collision kernel increases with both increasing radius ratio and eddy dissipation rate. These increases range from fairly modest values to almost 10 times the gravitational geometric collision kernel. The two physical processes responsible for these increases are the radial relative velocities and the preferential concentration or clustering of the droplets. The radial relative velocities increased by up to 3 times the corresponding gravitational value and the greatest increase in the clustering, as measured by the radial distribution function, is 4.5 times the value for a random distribution as for the gravitational case. Parameterizations have been developed for the effect of turbulence on the radial relative velocities and the clustering of the droplets. These models reduce the average root-mean-squared errors in the existing velocity parameterization of Saffman and Turner and Wang et al. by 32% and the clustering parameterization of Zhou et al. by up to 58%.

Corresponding author address: Dr. Charmaine Franklin, Bureau of Meteorology Research Centre, GPO Box 1289K, Melbourne, Victoria 3001, Australia. Email: c.franklin@bom.gov.au

Abstract

Collision statistics of cloud droplets in turbulent flow have been calculated for 12 droplet size combinations in four flow fields with levels of the eddy dissipation rate of turbulent kinetic energy ranging from 95 to 1535 cm2 s−3. The flow fields were generated by using a direct numerical simulation technique and large numbers of droplets were explicitly tracked through the flow field for each experiment. The effect of turbulence on the collision kernel increases with both increasing radius ratio and eddy dissipation rate. These increases range from fairly modest values to almost 10 times the gravitational geometric collision kernel. The two physical processes responsible for these increases are the radial relative velocities and the preferential concentration or clustering of the droplets. The radial relative velocities increased by up to 3 times the corresponding gravitational value and the greatest increase in the clustering, as measured by the radial distribution function, is 4.5 times the value for a random distribution as for the gravitational case. Parameterizations have been developed for the effect of turbulence on the radial relative velocities and the clustering of the droplets. These models reduce the average root-mean-squared errors in the existing velocity parameterization of Saffman and Turner and Wang et al. by 32% and the clustering parameterization of Zhou et al. by up to 58%.

Corresponding author address: Dr. Charmaine Franklin, Bureau of Meteorology Research Centre, GPO Box 1289K, Melbourne, Victoria 3001, Australia. Email: c.franklin@bom.gov.au

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  • Allen, M. P., and D. J. Tildesley, 1987: Computer Simulation of Liquids. Oxford University Press, 385 pp.

  • Bartello, P., O. Metais, and M. Lesieur, 1994: Coherent structures in rotating three-dimensional turbulence. J. Fluid Mech., 273 , 129.

    • Search Google Scholar
    • Export Citation
  • Beard, K. V., and H. T. Ochs, 1993: Warm-rain initiation: An overview of the physical mechanisms. J. Appl. Meteor., 32 , 16041614.

  • Blyth, A., 1993: Entrainment in cumulus clouds. J. Appl. Meteor., 32 , 626641.

  • Chun, J., D. L. Koch, S. L. Rani, A. Ahluwalia, and L. R. Collins, 2005: Clustering of aerosol particles in isotropic turbulence. J. Fluid Mech., 536 , 219251.

    • Search Google Scholar
    • Export Citation
  • Collins, L. R., and A. Keswani, 2004: Reynolds number scaling of particle clustering in turbulent aerosols. New. J. Phys., 6 , 119135.

    • Search Google Scholar
    • Export Citation
  • de Almeida, F. C., 1979: The collisional problem of cloud droplets moving in a turbulent environment. Part II: Turbulent collision efficiencies. J. Atmos. Sci., 36 , 15641576.

    • Search Google Scholar
    • Export Citation
  • East, T. W. R., and J. S. Marshall, 1954: Turbulence in clouds as a factor in precipitation. Quart. J. Roy. Meteor. Soc., 80 , 2647.

  • Eaton, J. K., and J. R. Fessler, 1994: Preferential concentration of particles by turbulence. Int. J. Multiph. Flow, 20 , 169208.

  • Elghobashi, S. E., and G. C. Truesdell, 1993: One the two-way interaction between homogeneous turbulence and dispersed solid particles. I: Turbulence modification. Phys. Fluids A, 5 , 17901801.

    • Search Google Scholar
    • Export Citation
  • Franklin, C. N., P. A. Vaillancourt, M. K. Yau, and P. Bartello, 2005: Collision rates of cloud droplets in turbulent flow. J. Atmos. Sci., 62 , 24512466.

    • Search Google Scholar
    • Export Citation
  • Hu, K. C., and R. Mei, 1997: Effect of inertia on the particle collision coefficient in Gaussian turbulence. Proc. 1997 ASME Fluids Engineering Division Summer Meeting, Vancouver, BC, Canada, ASME, FEDSM97-3608.

  • Jonas, P. R., 1996: Turbulence and cloud microphysics. Atmos. Res., 40 , 283306.

  • Kerr, R. M., 1985: Higher order derivative correlations and the alignment of small scale structures in isotropic numerical turbulence. J. Fluid Mech., 153 , 3158.

    • Search Google Scholar
    • Export Citation
  • Koziol, A. S., and H. G. Leighton, 1996: The effect of turbulence on the collision rates of small cloud droplets. J. Atmos. Sci., 53 , 19101920.

    • Search Google Scholar
    • Export Citation
  • Maxey, M. R., and J. J. Riley, 1983: Equation of motion for a small rigid sphere in a nonuniform flow. Phys. Fluids, 26 , 883889.

  • Maxey, M. R., and S. Corrsin, 1986: Gravitational settling of aerosol particles in randomly oriented cellular flow fields. J. Atmos. Sci., 43 , 11121134.

    • Search Google Scholar
    • Export Citation
  • Mazin, I. P., V. I. Silaeva, and M. A. Strunin, 1984: Turbulent fluctuations of horizontal and vertical wind and velocity components in various cloud forms. Izv. Atmos. Oceanic Phys., 20 , 611.

    • Search Google Scholar
    • Export Citation
  • Pinsky, M., A. Khain, and M. Shapiro, 1999: Collisions of small drops in a turbulent flow. Part I: Collision efficiency. Problem formulation and preliminary results. J. Atmos. Sci., 56 , 25852600.

    • Search Google Scholar
    • Export Citation
  • Pinsky, M. B., and A. P. Khain, 2004: Collisions of small drops in a turbulent flow. Part II: Effects of flow accelerations. J. Atmos. Sci., 61 , 19261939.

    • Search Google Scholar
    • Export Citation
  • Reade, W. C., and L. R. Collins, 2000: Effect of preferential concentration on turbulent collision rates. Phys. Fluids, 12 , 25302540.

    • Search Google Scholar
    • Export Citation
  • Riemer, N., and A. S. Wexler, 2005: Droplets to drops by coagulation. J. Atmos. Sci., 62 , 19621975.

  • Saffman, P. G., and J. S. Turner, 1956: On the collision of drops in turbulent clouds. J. Fluid Mech., 1 , 1630.

  • She, Z-S., E. Jackson, and S. A. Orszag, 1990: Intermittent vortex structures in homogeneous isotropic turbulence. Nature, 344 , 226228.

    • Search Google Scholar
    • Export Citation
  • Shiller, L., and A. Naumann, 1933: Uber die grundlegenden berechungen bei der schwerhraftaufbereitung. Ver. Deut. Ing., 77 , 318.

  • Siggia, E. D., 1981: Numerical study of small scale intermittency in three-dimensional turbulence. J. Fluid Mech., 107 , 375406.

  • Squires, K. D., and J. K. Eaton, 1990: Particle response and turbulence modification in isotropic turbulence. Phys. Fluids A, 2 , 11911203.

    • Search Google Scholar
    • Export Citation
  • Squires, K. D., and J. K. Eaton, 1991: Preferential concentration of particles in turbulence. Phys. Fluids A, 3 , 11691178.

  • Sullivan, N. P., S. Mahalingam, and R. M. Kerr, 1994: Deterministic forcing of homogeneous, isotropic turbulence. Phys. Fluids, 6 , 16121614.

    • Search Google Scholar
    • Export Citation
  • Sundaram, S., and L. R. Collins, 1996: Numerical considerations in simulating a turbulent suspension of finite-volume particles. J. Comput. Phys., 124 , 337350.

    • Search Google Scholar
    • Export Citation
  • Sundaram, S., and L. R. Collins, 1997: Collision statistics in an isotropic particle-laden turbulent suspension. Part I: Direct numerical simulations. J. Fluid Mech., 335 , 75109.

    • Search Google Scholar
    • Export Citation
  • Vaillancourt, P. A., M. K. Yau, and W. W. Grabowski, 2001: Microscopic approach to cloud droplet growth by condensation. Part I: Model description and results without turbulence. J. Atmos. Sci., 58 , 19451964.

    • Search Google Scholar
    • Export Citation
  • Vaillancourt, P. A., M. K. Yau, P. Bartello, and W. W. Grabowski, 2002: Microscopic approach to cloud droplet growth by condensation. Part II: Turbulence, clustering and condensational growth. J. Atmos. Sci., 59 , 34213435.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., and M. R. Maxey, 1993: Settling velocity and concentration distribution of heavy particles in homogeneous isotropic turbulence. J. Fluid Mech., 256 , 2768.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., A. S. Wexler, and Y. Zhou, 1998a: On the collision rate of small particles in isotropic turbulence. Part I: Zero-inertia case. Phys. Fluids, 10 , 266276.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., A. S. Wexler, and Y. Zhou, 1998b: Statistical mechanical description of turbulent coagulation. Phys. Fluids, 10 , 26472651.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., A. S. Wexler, and Y. Zhou, 2000: Statistical mechanical description and modelling of turbulent collision of inertial particles. J. Fluid Mech., 415 , 117153.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., O. Ayala, S. E. Kasprzak, and W. W. Grabowski, 2005a: Theoretical formulation of collision rate and collision efficiency of hydrodynamically interacting cloud droplets in turbulent atmosphere. J. Atmos. Sci., 62 , 24332450.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., C. N. Franklin, O. Ayala, and W. W. Grabowski, 2005b: On probability distributions of angle-of-approach and relative velocity for colliding droplets in a turbulent flow. J. Atmos. Sci., 63 , 881900.

    • Search Google Scholar
    • Export Citation
  • Wang, L-P., O. Ayala, and W. W. Grabowski, 2005c: Reconciling the cylindrical formulation with the spherical formulation in the kinematic descriptions of collision kernel. Phys. Fluids, 17 .067103, doi:10.1063/1.1928647.

    • Search Google Scholar
    • Export Citation
  • Weil, J. C., R. P. Lawson, and A. R. Rodi, 1993: Relative dispersion of ice crystals in seeded cumuli. J. Appl. Meteor., 32 , 10551073.

    • Search Google Scholar
    • Export Citation
  • Yeung, P. K., and S. B. Pope, 1989: Lagrangian statistics from direct numerical simulations of isotropic turbulence. J. Fluid Mech., 207 , 531586.

    • Search Google Scholar
    • Export Citation
  • Zhou, Y., A. S. Wexler, and L-P. Wang, 1998: On the collision rate of small particles in isotropic turbulence. II: Finite inertia case. Phys. Fluids, 10 , 12061216.

    • Search Google Scholar
    • Export Citation
  • Zhou, Y., A. S. Wexler, and L-P. Wang, 2001: Modelling turbulent collision of bidisperse inertial particles. J. Fluid Mech., 433 , 77104.

    • Search Google Scholar
    • Export Citation
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