Abstract
A review of convective cloud modeling spanning the period from the days of the NOAA Experimental. Meteorology Laboratory (EML) in the late 1960s to 2000 is presented. The intent is to illustrate the evolution of cloud models from the one-dimensional parcel-type models to the current generation of three-dimensional convective storm models and cloud ensemble models. Moreover, it is shown that Dr. Joanne Simpson played a pivotal role in the evolution of cloud models from the very first models to current generation cloud ensemble models. It is also shown that the first concept of the Regional Atmospheric Modeling System (RAMS) began while Drs. Cotton and Pielke worked under Dr. Simpson’s supervision at EML. It is then illustrated how far cloud modeling has come with recent applications of RAMS to atmospheric research and numerical weather prediction. The chapter concludes with an outline of the major limitations of current generation convective cloud models.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsPreview
Unable to display preview. Download preview PDF.
References
Abbs, D., 1999: A numerical modeling study to investigate the assumptions used in the calculation of probable maximum precipitation. Water Resour. Res., 35, 785–796.
Abbs, D., and B. F. Ryan, 1997: Numerical modelling of extreme pre-cipitation events. Res. Rep. 131, Urban Water Research Association of Australia, CSIRO, 71 pp.
Ackerman, A. S., O. B. Toon, and P. V. Hobbs, 1995: A model for particle microphysics, turbulent mixing, and radiative transfer in the stratocumulus-topped marine boundary layer and comparisons with measurements. J. Atmos. Sci., 52, 1204–1236.
Alexander, G. D., and W R. Cotton, 1998: The use of cloud-resolving simulations of mesoscale convective systems to build a convective parameterization scheme. J. Atmos. Sci., 55, 408–419.
Al-Naimi, R., and C. P. R. Saunders, 1985: Measurements of natural deposition and condensation-freezing ice nuclei with a continuous flow chamber. Atmos. Environ., 19, 1871–1882.
Arakawa, A., and W. H. Schubert, 1974: Interaction of a cumulus cloud ensemble with the large-scale environment. J. Atmos. Sci., 31, 674–701.
Asai, T., and A. Kasahara, 1967: A theoretical study of the compensating downward motions associated with cumulus clouds. J. Atmos. Sci., 24, 487–496.
Ashby, C. T., 2000: Sensitivity of simulated flash flood environment evolution to soil moisture initialization. M.S. thesis, Dept. of Atmospheric Science, Colorado State University, 117 pp.
Austin, P. H., S. Siems, and Y. Wang, 1995: Constraints on droplet growth in radiatively cooled stratocumulus. J. Geophys. Res., 100, 14, 231–14 242.
Baker, M. B., and J. Latham, 1979: The evolution of droplet spectra and the rate of production of embryonic raindrops in small cumulus clouds. J. Atmos. Sci., 36, 1612–1615.
Baker, M. B., R. G. Corbin, and J. Latham, 1980: The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inho- mogeneous mixing. Quart. J. Roy. Meteor. Soc., 106, 581–598.
R. E. Breidenthal, T. W. Choularton, and J. Latham, 1984: The effects of turbulent mixing in clouds. J. Atmos. Sci., 41, 299–304.
Bernardet, L. R., and W. R. Cotton, 1998: Multiscale evolution of a derecho-producing MCS. Mon. Wea. Rev., 126, 2991–3015.
R. E. Breidenthal, L. D. Grasso, J. E. Nachamkin, C. A. Finley, and W. R. Cotton, 2000: Simulating convective events using a high-resolution mesoscale model. J. Geophys. Res., 105, 14 963–14 982.
Blanchard, D. O., W. R. Cotton, and J. M. Brown, 1998: Mesoscale circulation growth under conditions of weak inertial instability. Mon. Wea. Rev., 126, 118–140.
Bossert, J. E., and W. R. Cotton, 1994a: Regional-scale flows in mountainous terrain. Part I: A numerical and observational comparison. Mon. Wea. Rev., 122, 1449–1471.
Bossert, J. E., and W. R. Cotton, 1994b: Regional-scale flows in mountainous terrain. Part II: Simplified numerical experiments. Mon. Wea. Rev., 122, 1472–1489.
Chase, T. N., R. A. Pielke Sr., T. G. F. Kittel, J. S. Baron, and T. J. Stohlgren, 1999: Potential impacts on Colorado Rocky Mountain weather due to land use changes on the adjacent Great Plains. J. Geophys. Res., 104, 16 673–16 690.
Cheng, W. Y. Y., T. Wu, and W. R. Cotton, 2001: Large-eddy simulations of the 26 November 1991 FIRE II cirrus case. J. Atmos. Sci., 58, 1017–1034.
Copeland, J. H., R. A. Pielke, and T. G. F. Kittel, 1996: Potential climatic impacts of vegetation change: A regional modeling study. J. Geophys. Res., 101, 7409–7418.
Costa, A. A., R. L. Walko, W. R. Cotton, and R. A. Pielke Sr., 2001: SST sensitivities in multiday TOGA COARE cloud-resolving simulations. J. Atmos. Sci., 58, 253–268.
Cotton, W. R., 1971: Comments on “On steady-state one-dimensional models of cumulus convection.” J. Atmos. Sci., 28, 647–648.
Costa, A. A., R. L. Walko, W. R. Cotton, and R. A. Pielke Sr., 1972a: Numerical simulation of precipitation development in supercooled cumuli, Part I. Mon. Wea. Rev., 100, 757–763.
Costa, A. A., R. L. Walko, W. R. Cotton, and R. A. Pielke Sr., 1972b: Numerical simulation of precipitation development in supercooled cumuli, Part II. Mon. Wea. Rev., 100, 764–784.
Costa, A. A., R. L. Walko, W. R. Cotton, and R. A. Pielke Sr., 1975: On parameterization of turbulent transport in cumulus clouds. J. Atmos. Sci., 32, 548–564.
Costa, A. A., R. L. Walko, W. R. Cotton, and R. A. Pielke Sr., and G. J. Tripoli, 1978: Cumulus convection in shear flow—Three-dimensional numerical experiments. J. Atmos. Sci., 35, 1503–1521.
Costa, A. A., R. L. Walko, W. R. Cotton, and R. A. Pielke Sr., and R. A. Anthes, 1989: Storm and Cloud Dynamics., Inter-national Geophysics Series; Vol. 44, Academic Press, 883 pp.
Costa, A. A., G. Thompson, and P. W. Mielke Jr., 1994: Real-time mesoscale prediction on workstations. Bull. Amer. Meteor. Soc., 75, 349–362.
Costa, A. A., J. F. Weaver, and B. A. Beitler, 1995: An unusual summertime downslope wind event in Fort Collins, Colorado, on 3 July 1993. Wea. Forecasting, 10, 786–797.
Costa, A. A., and Coauthors, 2002: RAMS 2001. Current status and future directions. Meteor. Atmos. Phys., in press.
Cram, J. M., R. A. Pielke, and W. R. Cotton, 1992a: Numerical simulation and analysis of a prefrontal squall line. Part I: Observations and basic simulation results. J. Atmos. Sci., 49, 189–208.
Cram, J. M., R. A. Pielke, and W. R. Cotton, 1992b: Numerical simulation and analysis of a prefrontal squall line. Part II: Propagation of the squall line as an internal gravity wave. J. Atmos. Sci., 49, 209–225.
DeMott, P. J., M. P. Meyers, and W. R. Cotton, 1994: Parameterization and impact of ice initiation processes relevant to numerical model simulations of cirrus clouds. J. Atmos. Sci., 51, 77–90.
Duda, D. P., G. L. Stephens, B. B. Stevens, and W. R. Cotton, 1996: Effects of aerosol and horizontal inhomogeneity on the broadband albedo of marine stratus: Numerical simulations. J. Atmos. Sci., 53, 3757–3769.
Eastman, J. L., 1995: Numerical simulation of Hurricane Andrew—Rapid intensification. Preprints, 21st Conf. on Hurricanes and Tropical Meteorology, Miami, FL, Amer. Meteor. Soc., 111–113.
Eastman, J. L., R. A. Pielke, and W. A. Lyons, 1995: Comparison of lake-breeze model simulations with tracer data. J. Appl. Meteor., 34, 1398–1418.
Eastman, J. L., M. E. Nicholls, and R. A. Pielke, 1996: A numerical simulation of Hurricane Andrew. Presented at Second Int. Symp. on Computational Wind Engineering, Fort Collins, CO.
Eastman, J. L., R. A. Pielke, and D. J. McDonald, 1998: Calibration of soil moisture for lager eddy simulations over the FIFE area. J. Atmos. Sci., 55, 1131–1140.
Eastman, J. L., M. B. Coughenour, and R. A. Pielke, 2001: The effects of CO, and landscape change using a coupled plant and meteorological model. Global Change Biol., 7, 797–815.
Farley, R. D., and H. D. Orville, 1986: Numerical modeling of hailstorms and hailstone growth. Part I: Preliminary model verification and sensitivity tests. J. Climate Appl. Meteor., 25, 2014–2035.
Feingold, G., S. M. Kreidenweis, B. Stevens, and W. R. Cotton, 1996: Numerical simulations of stratocumulus processing of cloud condensation nuclei through collision-coalescence. J. Geophys. Res., 101, (D16), 21 391–21 402.
Feingold, G., S. M. W. R. Cotton, S. M. Kreidenweis, and J. T. Davis, 1999: The impact of giant cloud condensation nuclei on drizzle formation in stratocumulus: Implications for cloud radiative properties. J. Atmos. Sci., 56, 4100–4117.
Ferrier, B. S., and R. A. Houze Jr., 1989: One-dimensional time-dependent modeling of GATE cumulonimbus convection. J. Atmos. Sci., 46, 330–352.
Finley, C. A., W. R. Cotton, and R. A. Pielke, 2001: Numerical simulation of tornadogenesis in a high-precipitation supercell. Part I: Storm evolution and transition into a bow echo. J. Atmos. Sci., 58, 1597–1629.
Fovell, R., 1991: Influence of the Coriolis force in two-dimensional model storm. Mon. Wea. Rev., 119, 606–630.
Fovell, R., and Y. Ogura, 1988: Numerical simulation of a midlatitude squall line in two dimensions. J. Atmos. Sci., 45, 3846–3879.
Fovell, R., D. Durran, and J. R. Holton, 1992: Numerical simulations of convectively generated stratospheric gravity waves. J. Atmos. Sci., 49, 1427–1442.
Gaudet, B., and W. R. Cotton, 1998: Statistical characteristics of a real-time precipitation forecasting model. Wea. Forecasting, 13, 966–982.
Grabowski, W. W., X. Wu, M. W. Moncrieff, and W. D. Hall, 1998: Cloud-resolving modeling of cloud systems during Phase III, of GATE. Part II: Effects of resolution and the third spatial dimension. J. Atmos. Sci., 55, 3264–3282.
Grasso, L. G., 1996: Numerical simulation of the May 15 and April 26, 1991 tornadic thunderstorms. Ph.D. dissertation, Colorado State University, 151 pp.
Grasso, L. G., and W. R. Cotton, 1995: Numerical simulation of a tornado vortex. J. Atmos. Sci., 52, 1092–1203.
Greene, E. M., G. E. Liston, and R. A. Pielke Sr., 1999: Relationships between landscape, snowcover depletion, and regional weather and climate. Hydrol. Proc., 13, 2453–2466.
Hadfield, M. G., W. R. Cotton, and R. A. Pielke, 1991: Large-eddy simulations of thermally forced circulations in the convective boundary layer. Part I: A small-scale, circulation with zero wind. Bound.-Layer Meteor., 57, 79–114.
Hadfield, M. G., W. R. Cotton, and R. A. Pielke, 1992: Large-eddy simulations of thermally forced circulations in the convective boundary layer. Part II: The effect of changes in wavelength and wind speed. Bound.-Layer Meteor., 58, 307–327.
Hallett, J., and S. C. Mossop, 1974: Production of secondary ice particles during the riming process. Nature, 249, 26–28.
Harrington, J. Y., G. Feingold, W. R. Cotton, and S. M. Kreidenweis, 2000: Radiative impacts on the growth of a population of drops within simulated summertime Arctic stratus. J. Atmos. Sci., 57, 766–785.
Heckman, S. T., and W. R. Cotton, 1993: Mesoscale numerical simulation of cirrus clouds—FIRE case study and sensitivity analysis. Mon. Wea. Rev., 121, 2264–2284.
Heymsfield, A. J., D. N. Johnson, and J. E. Dye, 1978: Observations of moist adiabatic asent in northeast Colorado cumulus congestus clouds. J. Atmos. Sci., 35, 1689–1703.
Hill, G. E., 1974: Factors controlling the size of cumulus clouds as revealed by numerical experiments. J. Atmos. Sci., 31, 646–673.
Hobbs, P. V., and A. L. Rangno, 1985: Ice particle concentrations in clouds. J. Atmos. Sci., 42, 2523–2549.
Jiang, H., and W. R. Cotton, 2000: Large-eddy simulation of shallow cumulus convection during BOMEX: Sensitivity to microphysics and radiation. J. Atmos. Sci., 57, 582–594.
Jiang, H., J. O. Pinto, J. A. Curry, and M. J. Weissbluth, 2000: Cloud resolving simulations of mixed-phase Arctic stratus observed during BASE: Sensitivity to concentration of ice crystals and large-scale heat and moisture advection. J. Atmos. Sci., 57, 2105–2117.
Jiang, H., G. Feingold, W. R. Cotton, and P. G. Duynkerke, 2001: Large-eddy simulations of entrainment of cloud condensation nuclei into the Arctic boundary layer: 18 May 1998 FIRE/SHEBA case study. J. Geophys. Res., 106, 15 113–15 122.
Johnson, D. B., 1982: The role of giant and ultragiant aerosol particles in warm rain initiation. J. Atmos. Sci., 39, 448–460.
Johnson, D. B., P. K. Wang, and J. M. Straka, 1994: A study of microphysical processes in the 2 August 1981 CCOPE supercell storm. Atmos. Res., 33, 93–123.
Kessler, E., III, 1969: On the distribution and continuity of water substance in atmospheric circulation. Meteor. Monogr., Amer. Meteor. Soc., No. 32, Amer. Meteor. Soc., 84 pp.
Khain, A. P, and M. B. Pinsky, 1995: Drop inertia and its contribution to turbulent coalescence in convective clouds. Part I: Drop fall in the flow with random horizontal velocity. J. Atmos. Sci., 52, 196–206.
Khain, A. P, and M. B. Pinsky, 1997: Turbulence effects on the collision kernel. II: Increase of the swept volume of colliding drops. Quart. J. Roy. Meteor. Soc., 123, 1543–1560.
Khairoutdinov, M. E, and Y. L. Kogan, 1999: A large eddy simulation model with explicit microphysics: Validation against aircraft observations of a stratocumulus-topped boundary layer. J. Atmos. Sci., 56, 2115–2131.
Klemp, J. B., and R. B. Wilhelmson, 1978a: The simulation of three-dimensional convective storms dynamics. J. Atmos. Sci., 35, 1070–1096.
Klemp, J. B., and R. B. Wilhelmson, 1978b: Simulations of right- and left-moving storms produced through storm splitting. J. Atmos. Sci., 35, 1097–1110.
Kogan, Y. L., 1991: The simulation of a convective cloud in a 3-D model with explicit microphysics. Part I: Model description and sensitivity experiments. J. Atmos. Sci., 48, 1160–1189.
Kogan, Y. L., and A. Shapiro, 1996: The simulation of a convective cloud in a 3D model with explicit microphysics. Part II: Dynamical and microphysical aspects of cloud merger. J. Atmos. Sci., 53, 2525–2545.
Latham, J., and R. L. Reed, 1977: Laboratory studies of the effects of mixing on the evolution of cloud droplet spectra. Quart. J. Roy. Meteor. Soc., 103, 297–306.
Lee, T. J., and R. A. Pielke, and P. W. Mielke Jr., 1995: Modeling the clear-sky surface energy budget during FIFE87. J. Geophys. Res., 100, 25 585–25 593.
Levine, J., 1959: Spherical vortex theory of bubble-like motion in cumulus clouds. J. Meteor., 16, 653–662.
Liston, G. E., and R. A. Pielke, 2000: A climate version of the Regional Atmospheric Modeling System. Theor. Appl. Climatol., 66, 29–47.
Liu, J. Y., and H. D. Orville, 1969: Numerical modeling of precipitation and cloud shadow effects on mountain-induced cumuli. J. Atmos. Sci., 26, 1283–1298.
Lu, L., R. A. Pielke, G. E. Liston, W. J. Parton, D. Ojima, and M. Hartman, 2000: Implementation of a two-way interactive atmospheric and ecological model and its application to the central United States. J. Climate, 14, 900–919.
Ludlam, F. H., and R. S. Scorer, 1953: Convection in the atmosphere. Quart. J. Roy. Meteor. Soc., 79, 94–103.
Lyons, W. A., C. J. Tremback, and R. A. Pielke, 1995: Applications of the Regional Atmospheric Modeling System (RAMS) to provide input to photochemical grid models for the Lake Michigan Ozone Study (LMOS). J. Appl. Meteor., 34, 1762–1786.
Malkus, J. S., 1960: Recent developments in studies of penetrative convection and an application to hurricane cumulonimbus towers. Cumulus Dynamics, C. E. Anderson, Ed., Pergamon Press, 65–84.
Malkus, J. S., and R. S. Scorer, 1955: The erosion of cumulus towers. J. Meteor., 12, 43–57.
Malkus, J. S., and R. T. Williams, 1963: On the interaction between severe storms and large cumulus clouds. Meteor. Monogr., No. 5, Amer. Meteor. Soc., 59–64.
Malkus, J. S., and G. Witt, 1959: The evolution of a moist convective element. A numerical calculation. The Atmosphere and the Sea in Motion, B. Bolvin, Ed., Rockefeller Institute Press, 425–439.
Meyers, M. P, and W. R. Cotton, 1992: Evaluation of the potential for wintertime quantitative precipitation forecasting over mountainous terrain with an explicit cloud model. Part I: Two-dimensional sensitivity experiments. J. Appl. Meteor., 31, 26–50.
Meyers, M. P, P. J. DeMott, and W. R. Cotton, 1992: New primary ice nucleation parameterizations in an explicit cloud model. J. Appl. Meteor., 31, 708–721.
Meyers, M. P, R. L. Walko, J. Y. Harrington, and W. R. Cotton, 1997: New RAMS cloud microphysics parameterization. Part II: The two-moment scheme. Atmos. Res., 45, 3–39.
Miller, M. J., and R. P. Pearce, 1974: A three-dimensional primitive equation model of cumulonimbus convection. Quart. J. Roy. Meteor. Soc., 100, 133–154.
Mitrescu, C., 1998: Cloud-resolving simulations of tropical cirrus clouds. M.S. thesis, Dept. of Atmospheric Science, Colorado State University, 85 pp.
Mocko, D. M., and W. R. Cotton, 1995: Evaluation of fractional cloudiness parameterizations for use in a mesoscale model. J. Atmos. Sci., 52, 2884–2901.
Moran, M. D., and R. A. Pielke, 1996a: Evaluation of a mesoscale atmospheric dispersion modeling system with observations from the 1980 Great Plains mesoscale tracer field experiment. Part I: Datasets and meteorological simulations. J. Appl. Meteor., 35, 281–307.
Moran, M. D., and R. A. Pielke, 1996b: Evaluation of a mesoscale atmospheric dis-persion modeling system with observations from the 1980 Great Plains mesoscale tracer field experiment. Part II: Dispersion simulations. J. Appl. Meteor., 35, 308–329.
Morton, B. R., G. Taylor, and J. S. Turner, 1956: Turbulent gravitational convection from maintained and instantaneous sources. Proc. Roy Soc. London, 234, 1–23.
Mossop, S. C., 1978: The influence of drop size distribution on the production of secondary ice particles during graupel growth. Quart. J. Roy. Meteor. Soc., 104, 323–330.
Mukabana, J. R., and R. A. Pielke, 1996: Investigating the influence of synoptic-scale monsoonal winds and mesoscale circulations on diurnal weather patterns over Kenya using a mesoscale numerical model. Mon. Wea. Rev., 124, 224–243.
Murray, F. W., 1970: Numerical models of a tropical cumulus clouds with bilateral and axial symmetry. Mon. Wea. Rev., 98, 14–28.
Nachamkin, J. E., and W. R. Cotton, 2000: Interactions between a developing mesoscale convective system and its environment. Part II: Numerical simulation. Mon. Wea. Rev., 128, 1225–1244.
Nicholls, M. E., and R. A. Pielke, 1995: A numerical investigation of the effect of vertical wind shear on tropical cyclone intensification. Preprints, 21st Conf. on Hurricanes and Tropical Meteorology, Miami, FL, Amer. Meteor. Soc., 339–341.
Nicholls, M. E., and W. R. Cotton, 1991: A two-dimensional numerical investigation of the interaction between sea breezes and deep convection over the Florida Peninsula. Mon. Wea. Rev., 119, 298–323.
Nicholls, M. E., J. L. Eastman, C. A. Finley, W. A. Lyons, C. J. Tremback, R. L. Walko, and W. R. Cotton, 1995: Applications of the RAMS numerical model to disperson over urban areas. Wind Climate in Cities, J. E. Cermak et al., Eds., Kluwer Academic, 435–463.
Nicholls, M. E., J. L. Eastman, and R. A. Pielke, 1996: A numerical simulation of Hurricane Hugo. Presented at Proc. Second Int. Symp. on Computational Wind Engineering, Fort Collins, CO.
Ogura, Y., 1963: The evolution of a moist convective element in a shallow, conditionally unstable atmosphere: A numerical calculation. J. Atmos. Sci., 20, 407–424.
Ogura, Y., 1975: On the interaction between cumulus clouds and the larg-er-scale environment. Pageoph., 113, 869–889.
Olsson, P. Q., and W. R. Cotton, 1997a: Balanced and unbalanced circulations in a primitive equation simulation of a midlatitude MCC. Part I: The numerical simulation. J. Atmos. Sci., 54, 457478.
Olsson, P. Q., and W. R. Cotton, 1997b: Balanced and unbalanced circulations in a primitive equation simulation of a midlatitude MCC. Part II: Analysis of balance. J. Atmos. Sci., 54, 481–497.
Olsson, P. Q., J. Y. Harrington, G. Feingold, W. R. Cotton, and S. Kreidenweis, 1998: Exploratory cloud-resolving simulations of boundary layer Arctic stratus clouds. Part I: Warm season clouds. Atmos. Res., 47–48, 573–597.
Orville, H. D., and L. J. Sloan, 1970: Effects of higher order advection techniques on a numerical cloud model. Mon. Wea. Rev., 98, 713.
Pastushkov, R. S., 1973: The effect of vertical wind shear on the development of convective clouds. Izv. Acad. Sci. URSS Atmos. Oceanic Phys., 9, 5–11.
Peterson, T. C., L. O. Grant, W. R. Cotton, and D. C. Rogers, 1991: The effect of decoupled low-level flow on winter orographic clouds and precipitation in the Yampa River Valley. J. Appl. Meteor., 30, 368–386.
Pielke, R. A., 1984: Mesoscale Meteorological Modeling., Academic Press, 612 pp.
Pielke, R. A., and R. A. Pearce, Eds.,1994: Mesoscale Modeling of the At-mosphere, Meteor. Monogr., No. 25, 167 pp.
Pielke, R. A., and M. Uliasz, 1998: Use of meteorological models as input to regional and mesoscale air quality models—Limitations and strengths. Atmos. Environ., 32, 1455–1466.
Pielke, R. A., and Coauthors, 1992: A comprehensive meteorological mod-eling system—RAMS. Meteor. Atmos. Phys., 49, 69–91.
Pielke, R. A., J. H. Rodriguez, J. L. Eastman, R. L. Walko, and R. A. Stocker, 1993: Influence of albedo variability in complex terrain on mesoscale systems. J. Climate, 6, 1798–1806.
Pielke, R. A., J. Eastman, L. D. Grasso, J. Knowles, M. Nicholls, R. L. Walko, and X. Zeng, 1995: Atmospheric vortices. Fluid Vortices, S. Green, Ed., Kluwer Academic, 617–650.
Pielke, R. A., T. J. Lee, J. H. Copeland, J. L. Eastman, C. L. Ziegler, and C. A. Finley, 1997a: Use of USGS-provided data to improve weather and climate simulations. Ecol. Appl., 7, 3–21.
Pielke, R. A., X. Zeng, T. J. Lee, and G. A. Dalu, 1997b: Mesoscale fluxes over heterogeneous flat landscapes for use in larger scale models. J. Hydrol., 190, 317–336.
Pielke, R. A., G. E. Liston, L. Lu, and R. Avissar, 1999a: Land-surface in-fluences on atmospheric dynamics and precipitation. Integrating Hydrology, Ecosystem Dynamics, and Giogeochemistry in Complex Landscapes, J. Tenhunen and P. Kabat, Eds., John Wiley and Sons, 105–116.
Pielke, R. A., R. L. Walko, L. Steyaert, P. L. Vidale, G. E. Liston, and W. A. Lyons, 1999b: The influence of anthropogenic landscape changes on weather in south Florida. Mon. Wea. Rev., 127, 1663–1673.
Pielke, R. A., G. E. Liston, J. L. Eastman, L. Lu, and M. Coughenour, 1999c: Seasonal weather prediction as an initial value problem. J. Geophys. Res., 104, 19 463–19 479.
Pinsky, M. B., and A. P. Khain, 1997a: Turbulence effects on the collision kernel. I: Formation of velocity deviations of drops falling within a turbulent three-dimensional flow. Quart. J. Roy. Meteor. Soc., 123, 1517–1542.
Pinsky, M. B., and A. P. Khain, 1997b: Formation of inhomogeneity in drop con-centration induced by the inertia of drops falling in a turbulent flow, and the influence of the inhomogeneity on the drop-spectrum broadening. Quart. J. Roy. Meteor. Soc., 123, 165–186.
Pinsky, M. B., and A. P. Khain, 1997c: Turbulence effects on droplet growth and size distribution in clouds—A review. J. Aerosol Sci., 28, 1177–1214.
Pinsky, M. B., D. Rosenfeld, and A. Pokrovsky, 1998: Comparison of collision velocity differences of drops and graupel particles in a very turbulent cloud. Atmos. Res., 49, 99–113.
Pinsky, M. B., and M. Shapiro, 1999: Collisions of small drops in a turbulent flow. Part 1: Collision efficiency, problem formulation, and preliminary results. J. Atmos. Sci., 56, 2585–2600. Pointin, Y., 1985: Numerical simulation of organized convection. Part I: Model description and preliminary comparisons with squall line observations. J. Atmos. Sci., 42, 155–172.
Randall, D. A., K.-M. Xu, R. J. C. Sommerville, and S. Iacobellis, 1996: Single-column models and cloud ensemble models as links between observations and climate models. J. Climate, 9, 1583–1697.
Rangno, A. L., and P. V. Hobbs, 1991: Ice particle concentrations and precipitation development in small polar maritime cumuli-form clouds. Quart. J. Roy. Meteor. Soc., 117, 207–241.
Rangno, A. L., and P. V. Hobbs, 1994: Ice particle concentrations and precipitation development in small continental cumuliform clouds. Quart. J. Roy. Meteor. Soc., 120, 573–601.
Roach, W. T., 1976: On the effect of radiative exchange on the growth by condensation of a cloud or fog droplet. Quart. J. Roy. Meteor. Soc., 102, 361–372.
Rogers, D. C., 1982: Field and laboratory studies of ice nucleation in winter orographic clouds. Ph. D. dissertation, University of Wyoming, Laramie, 161 pp.
Ryan, B. E, and P. Lalousis, 1979: A one-dimensional time-dependent model for small cumulus. Quart. J. Roy. Meteor. Soc., 105, 615–628.
Ryan, B. E, G. J. Tripoli, and W. R. Cotton, 1990: Convection in high based stratiform cloud bands: Some numerical experiments. Quart. J. Roy. Meteor. Soc., 116, 943–964.
Schmidt, F. H., 1947: Some speculations on the resistence to motion of cumuliform clouds. K. Ned. Meteor. Inst. Meded. Verh., 3, 1.
Schmidt, J. M., and W. R. Cotton, 1990: Interactions between upper and lower tropospheric gravity waves on squall line structure and maintenance. J. Atmos. Sci., 47, 1205–1222.
Shaw, R. A., W. C. Reade, L. R. Collins, and J. Verlinde, 1998: Preferential concentration of cloud droplets by turbulence: Effects on the early evolution of cumulus cloud droplet spectra. J. Atmos. Sci., 55, 1965–1976.
Simpson, J., 1971: On cumulus entrainment and one-dimensional models. J. Atmos. Sci., 28, 449–455.
Simpson, J., 1972: Reply. J. Atmos. Sci., 29, 220–225.
Simpson, J., and W-K. Tao, 1993: Goddard cumulus ensemble model. Part II: Applications for studying cloud precipitation processes and for NASA TRMM. Terr. Atmos. Oceanic Sci., 4, 73–116.
Simpson, J., and V. Wiggert, 1969: Models of precipitating cumulus towers. Mon. Wea. Rev., 97, 471–489.
Snook, J. S., and R. A. Pielke, 1995: Diagnosing a Colorado heavy snow event with a nonhydrostatic mesoscale numerical model structured for operational use. Wea. Forecasting, 10, 261–285.
Soong, S. T., and Y. Ogura, 1973: A comparison between axisymmetric and slab-symmetric cumulus cloud models. J. Atmos. Sci., 30, 879–893.
Squires, P, and J. S. Turner, 1962: An entraining jet model for cumulonimbus updraughts. Tellus, 14, (4), 422–434.
Steiner, J. T., 1979: Comments on “Cumulus Convection in shear flow—Three-dimensional numerical experiments.” J. Atmos. Sci., 36, 1609–1611.
Stephens, G. L., 1983: The influence of radiative transfer on the mass and heat budgets of ice crystals falling in the atmosphere. J. Atmos. Sci., 40, 1729–1739.
Stevens, B., G. Feingold, W. R. Cotton, and R. L. Walko, 1996: Elements of the microphysical structure of numerically simulated stratocumulus. J. Atmos. Sci., 53, 980–1006.
Stevens, B., G. W. R. Cotton, G. Feingold, and C.-H. Moeng, 1998: Large-eddy simulations of strongly precipitating, shallow, stratocumulus-topped boundary layers. J. Atmos. Sci., 55, 3616–3638.
Stohlgren, T. J., T. N. Chase, R. A. Pielke, T. G. F. Kittel, and J. Baron, 1998: Evidence that local land use practices influence regional climate and vegetation patterns in adjacent natural areas. Global Change Biol., 4, 495–504.
Stommel, H., 1947: Entrainment of air into a cumulus cloud. J. Meteor., 4, 91–94.
Tao, W-K., and J. Simpson, 1989: A further study of cumulus interactions and mergers: Three-dimensional simulations with trajectory analyses. J. Atmos. Sci., 46, 2974–3004.
Tao, W-K., and J. Simpson, 1993: Goddard cumulus ensemble model. Part I: Model description. Terr. Atmos. Oceanic Sci., 4, 35–72.
Tao, W-K., and S.-T. Soong, 1987: Statistical properties of a cloud ensemble: A numerical study.. 1. Atmos. Sci., 44, 3175–3187.
Taylor, C. M., R. J. Harding, R. A. Pielke Sr., P. L. Vidale, R. L. Walko, and J. W. Pomeroy, 1998: Snow breezes in the boreal forest. J. Geophys. Res., 103, 23 087–23 101.
Telford, J. W., and S. K. Chai, 1980: A new aspect of condensation theory. Pageoph., 118, 720–742.
Telford, J. W., T. S. Keck, and S. K. Chai, 1984: Entrainment at cloud tops and the droplet spectra. J. Atmos. Sci., 41, 3170–3179.
Tripoli, G., and W. R. Cotton, 1989a: A numerical study of an observed orogenic mesoscale convective system. Part 1: Simulated genesis and comparison with observations. Mon. Wea. Rev., 117, 273–304.
Tripoli, G., and W. R. Cotton, 1989b: A numerical study of an observed orogenic mesoscale convective system. Part 2: Analysis of governing dynamics. Mon. Wea. Rev., 117, 305–328.
Uliasz, M., R. A. Stocker, and R. A. Pielke, 1996: Regional modeling of air pollution transport in the southwestern United States. Environmental Modeling, Vol. 3, P. Zannetti, Ed., Computational Mechanics Publications, 145–181.
Walko, R. L., W. R. Cotton, and R. A. Pielke, 1992: Large eddy simulations of the effects of hilly terrain on the convective boundary layer. Bound.-Layer Meteor., 53, 133–150.
Walko, R. L., and Coauthors, 2000: Coupled atmosphere–biophysics–hydrology models for environmental modeling. J. Appl. Meteor., 39, 931–944.
Wang, J. Y., 1983: A quasi-one-dimensional, time-dependent, and nonprecipitating cumulus cloud model: On the bimodal distribution of cumulus cloud height. J. Atmos. Sci., 40, 651–664.
Warner, J., 1970: On steady-state one-dimensional models of cumulus convection. J. Atmos. Sci., 27, 1035–1040.
Weinstein, A. I., and L. G. Davis, 1968: A parameterized numerical model of cumulus convection. Rep. 11, NSF Grant GA-777, Dept. of Meteorology, Pennsylvania State University, State College, 42 pp.
Weissbluth, M. J., and W. R. Cotton, 1993: The representation of convection in mesoscale models. Part I: Scheme fabrication and calibration. J. Atmos. Sci., 50, 3852–3872.
Woodward, E. B., 1959: The motion in and around isolated thermals. Quart. J. Roy. Meteor. Soc., 85, 144–151.
Wu, T., 1999: Numerical modeling study of the November 26, 1991 cirrus event. Ph.D. dissertation, Colorado State University, 188 pp.
Wu, T., W. R. Cotton, and W. Y. Y. Cheng, 2000: Radiative effects on the diffusional growth of ice particles in cirrus clouds. J. Atmos. Sci., 57, 2892–2904.
Zeng, X., and R. A. Pielke, I995a: Further study on the predictability of landscape-induced atmospheric flow. J. Atmos. Sci., 52,1680–1698.
Zeng, X., and R. A. Pielke, 1995b: Landscape-induced atmospheric flow and its parameterization in large-scale numerical models. J. Climate, 8, 1156–1177.
Ziegler, C. L., W. J. Martin, R. A. Pielke, and R. L. Walko, 1995: A modeling study of the dryline. J. Atmos. Sci., 52, 263–285.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 American Meteorological Society
About this chapter
Cite this chapter
Cotton, W.R. (2003). Cloud Models: Their Evolution and Future Challenges. In: Tao, WK., Adler, R. (eds) Cloud Systems, Hurricanes, and the Tropical Rainfall Measuring Mission (TRMM). Meteorological Monographs. American Meteorological Society, Boston, MA. https://doi.org/10.1007/978-1-878220-63-9_8
Download citation
DOI: https://doi.org/10.1007/978-1-878220-63-9_8
Publisher Name: American Meteorological Society, Boston, MA
Online ISBN: 978-1-878220-63-9
eBook Packages: Springer Book Archive