A short review of numerical cloud-resolving models

Françoise Guichard; Fleur Couvreux

doi:10.1080/16000870.2017.1373578

A short review of numerical cloud-resolving models

Tellus

Volume 69 (2017): Issue 1

By: Françoise Guichard and Fleur Couvreux

Open Access

|Jan 2017

Abma , D. , Heus , T. and Mellado , J. P. 2013 . Direct numerical simulation of evaporative cooling at the lateral boundary of shallow cumulus clouds . J. Atmos. Sci. 70 , 2088 – 2102 . 10.1175/JAS-D-12-0230.1
Open DOI Search in Google Scholar Back to article
Albrecht , B. A. , Bretherton , C. S. , Johnson , D. , Scubert , W. H. and Frisch , A. S. 1995 . The Atlantic Stratocumulus Transition Experiment – ASTEX . Bull. Amer. Meteorol. Soc. 76 , 889 – 904 . 10.1175/1520-0477(1995)076<;0889:TASTE>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Arakawa , A. and Schubert , W. H. 1974 . Interaction of a cumulus cloud ensemble with the large-scale environment, Part I . J. Atmos. Sci. 31 , 674 – 701 . 10.1175/1520-0469(1974)031<;0674:IOACCE>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Arakawa , A. and Konor , C. S. 2009 . Unification of the anelastic and quasi-hydrostatic systems of equations . Mon. Wea. Rev. 137 , 710 – 726 . 10.1175/2008MWR2520.1
Open DOI Search in Google Scholar Back to article
Asa , T. and Nakamura , K. 1978 . A numerical experiment of airmass transformation processes over warmer sea. Part I: Development of a convectively mixed layer . J. Meteorol. Soc. Japan 56 , 424 – 434 . 10.2151/jmsj1965.56.5_424
Open DOI Search in Google Scholar Back to article
Atkinson , B. W. and Zhang , J. W. 1996 . Mesoscale shallow convection in the atmosphere . Rev. Geophys. 34 , 403 – 431 . 10.1029/96RG02623
Open DOI Search in Google Scholar Back to article
Baba , Y. and Takahashi , K. 2013 . Weighted essentially non-oscillatory scheme for cloud edge problem . Q.J.R. Meteorol. Soc. 139 , 1374 – 1388 . 10.1002/qj.v139.674
Open DOI Search in Google Scholar Back to article
Bannon , P. R. 1996 . On the anelastic approximation for a compressible atmosphere . J. Atmos. Sci. 53 , 3618 – 3628 . 10.1175/1520-0469(1996)053<;3618:OTAAFA>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Barnes , G. M. and Garstang , M. 1982 . Subcloud layer energetics of precipitating convection . Mon. Wea. Rev. 110 , 102 – 117 . 10.1175/1520-0493(1982)110<;0102:SLEOPC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Basu , S. and Porté-Agel , F. 2006 . Large-eddy simulation of stably stratified atmospheric boundary layer turbulence: a scale-dependent dynamic modeling approach . J. Atmos. Sci. 63 , 2074 – 2091 . 10.1175/JAS3734.1
Open DOI Search in Google Scholar Back to article
Bechtold , P. , Köhler , M. , Jung , T. , Doblas-Reyes , F. , Leutbecher , M. and co-authors. 2008 . Advances in simulating atmospheric variability with the ECMWF model: from synoptic to decadal time-scales . Q.J.R. Meteorol. Soc. 134 , 1337 – 1351 . 10.1002/qj.v134:634
Open DOI Search in Google Scholar Back to article
Birch , C. E. , Parker , D. J. , Marsham , J. H. , Copsey , D. and Garcia-Carreras , L. 2014 . A seamless assessment of the role of convection in the water cycle of the West African Monsoon . J. Geophys. Res. 119 , 2890 – 2912 .
Search in Google Scholar Back to article
Blossey , P. N. , Bretherton , C. S. , Zhang , M. , Cheng , A. , Endo , S. and co-authors. 2013 . Marine low cloud sensitivity to an idealized climate change: The CGILS LES intercomparison . J. Adv. Model. Earth Syst. 5 , 234 – 258 . 10.1002/jame.20025
Open DOI Search in Google Scholar Back to article
Bogenschutz , P. A. , Krueger , S. K. and Khairoutdinov , M. 2010 . Assumed probability density functions for shallow and deep convection . J. Adv. Model. Earth Syst. 2 , 10 .
Search in Google Scholar Back to article
Böing , S. J. , Jonker , H. J. , Siebesma , A. P. and Grabowski , W. W. 2012 . Influence of the subcloud layer on the development of a deep convective ensemble . J. Atmos. Sci. 69 , 2682 – 2698 . 10.1175/JAS-D-11-0317.1
Open DOI Search in Google Scholar Back to article
Bony , S. , Colman , R. , Kattsov , V. M. , Allan , R. P. , Bretherton , C. S. and co-authors . 2006 . How well do we understand and evaluate climate change feedback processes? J. Climate. 19 , 3445 – 3482 .
Search in Google Scholar Back to article
Bougeault , P. 1981 . Modeling the trade-wind cumulus boundary layer. Part I: Testing the ensemble cloud relations against numerical data . J. Atmos. Sci. 38 , 2414 – 2428 . 10.1175/1520-0469(1981)038<;2414:MTTWCB>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Bougeault , P. and Lacarrere , P. 1989 . Parameterization of orography-induced turbulence in a mesobeta–scale model . Mon. Wea. Rev. 117 , 1872 – 1890 . 10.1175/1520-0493(1989)117<;1872:POOITI>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Bretherton , C. S. , Blossey , P. N. and Jones , C. R. 2013 . Mechanisms of marine low cloud sensitivity to idealized climate perturbations: A single-LES exploration extending the CGILS cases . J. Adv. Model. Earth Syst. 5 , 316 – 337 . 10.1002/jame.20019
Open DOI Search in Google Scholar Back to article
Brient , F. and Bony , S. 2012 . How may low-cloud radiative properties simulated in the current climate influence low-cloud feedbacks under global warming? Geophys. Res. Lett. 39 , L20807 .
Search in Google Scholar Back to article
Brient , F. and Bony , S. 2013 . Interpretation of the positive low-cloud feedback predicted by a climate model under global warming . Clim. Dyn. 40 , 2415 – 2431 . 10.1007/s00382-011-1279-7
Open DOI Search in Google Scholar Back to article
Brown , A. R. , Cederwall , R. T. , Chlond , A. , Duynkerke , P. G. and co-authors. 2002 . Large-eddy simulation of the diurnal cycle of shallow cumulus convection over land . Q.J.R. Meteorol. Soc. 128 , 1075 – 1093 . 10.1256/003590002320373210
Open DOI Search in Google Scholar Back to article
Brown , P. R. A. and Swann , H. A. 1997 . Evaluation of key microphysical parameters in three-dimensional cloud-model simulations using aircraft and multiparameter radar data . Q.J.R. Meteorol. Soc. 123 , 2245 – 2275 . 10.1002/qj.v123:544
Open DOI Search in Google Scholar Back to article
Browning , K. and The GEWEX Cloud System Science Team . 1993 . The GEWEX cloud system study (GCSS) . Bull. Amer. Meteorol. Soc. 74 , 387 – 399 .
Search in Google Scholar Back to article
Brümmer , B. 1999 . Roll and cell convection in wintertime arctic cold-air outbreaks . J. Atmos. Sci. 56 , 2613 – 2636 . 10.1175/1520-0469(1999)056<;2613:RACCIW>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Bryan , G. H. , Wyngaard , J. C. and Fritsch , J. M. 2003 . Resolution requirements for the simulation of deep moist convection . Mon. Wea. Rev. 131 , 2394 – 2416 . 10.1175/1520-0493(2003)131<;2394:RRFTSO>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Carpenter , K. M. 1982 . Note on the paper ‘Radiation conditions for lateral boundaries of limited area numerical models’ . Q.J.R. Meteorol. Soc. 108 , 717 – 719 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Ceppi , P. , Brient , F. , Zelinka , M. D. and Hartmann , D. L. in press . Cloud feedback mechanisms and their representation in global climate models . WIREs Clim. Change 8 , e465 .
Search in Google Scholar Back to article
Chaboureau , J.-P. , Guichard , F. , Redelsperger , J.-L. and Lafore , J.-P. 2004 . The role of stability and moisture in the diurnal cycle of convection over land . Q.J.R. Meteorol. Soc. 130 , 3105 – 3117 . 10.1256/qj.03.132
Open DOI Search in Google Scholar Back to article
Clark , T. L. 1977 . A small-scale dynamic model using a terrain-following coordinate transformation . J. Comput. Phys. 24 , 186 – 215 . 10.1016/0021-9991(77)90057-2
Open DOI Search in Google Scholar Back to article
Clark , T. L. , Hauf , T. and Kuettner , J. P. 1986 . Convectively forced internal gravity waves: Results from two-dimensional numerical experiments . Q.J.R. Meteorol. Soc. 112 , 899 – 925 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Chung , D. and Matheou , G. 2014 . Large-eddy simulation of stratified turbulence. part i: a vortex-based subgrid-scale model . J. Atmos. Sci. 71 , 1863 – 1879 . 10.1175/JAS-D-13-0126.1
Open DOI Search in Google Scholar Back to article
Cohen , B. G. and Craig , G. C. 2004 . The response time of a convective cloud ensemble to a change in forcing . Q.J.R. Meteorol. Soc. 130 , 933 – 944 . 10.1256/qj.02.218
Open DOI Search in Google Scholar Back to article
Corbetta , G. , Orlandi , E. , Heus , T. , Neggers , R. and Crewell , S. 2015 . Overlap statistics of shallow boundary layer clouds: Comparing ground-based observations with large-eddy simulations . Geophys. Res. Lett. 42 , 8185 – 8191 . 10.1002/2015GL065140
Open DOI Search in Google Scholar Back to article
Cotton , W. R. , Bryan , G. and Van den Heever , S. C. 2010 . Storm and Cloud Dynamics . 2nd ed. , Vol. 99 . Academic Press , New York, NY .
Search in Google Scholar Back to article
Couvreux , F. , Guichard , F. , Masson , V. and Redelsperger , J. L. 2007 . Negative water vapour skewness and dry tongues in the convective boundary layer: observations and large-eddy simulation budget analysis . Bound-Layer Meteorol. 123 , 269 – 294 . 10.1007/s10546-006-9140-y
Open DOI Search in Google Scholar Back to article
Couvreux , F. , Hourdin , F. and Rio , C. 2010 . Resolved versus parametrized boundary-layer plumes. Part I: A parametrization-oriented conditional sampling in large-eddy simulations . Bound-Layer Meteorol. 134 , 441 – 458 . 10.1007/s10546-009-9456-5
Open DOI Search in Google Scholar Back to article
Couvreux , F. , Roehrig , R. , Rio , C. , Lefebvre , M.-P. , Caian , M. and co-authors. 2015 . Representation of daytime moist convection over the semi-arid Tropics by parametrizations used in climate and meteorological models . Q.J.R. Meteorol. Soc. 141 , 2220 – 2236 . 10.1002/qj.2517
Open DOI Search in Google Scholar Back to article
Daleu , C. L. , Plant , R. S. , Woolnough , S. J. , Sessions , S. , Herman , M. J. and co-authors. 2015 . Intercomparison of methods of coupling between convection and large-scale circulation: 1. Comparison over uniform surface conditions . J. Adv. Model. Earth Syst. 7 , 1576 – 1601 . 10.1002/jame.v7.4
Open DOI Search in Google Scholar Back to article
Dauhut , T. , Chaboureau , J.-P. , Escobar , J. and Mascart , P. 2015 . Large-eddy simulations of Hector the convector making the stratosphere wetter . Atmos. Sci. Lett. 16 , 135 – 140 . 10.1002/asl2.2015.16.issue-2
Open DOI Search in Google Scholar Back to article
Deardorff , J. W. 1970 . A three-dimensional numerical investigation of the idealized planetary boundary layer . Geophys. Fluid Dyn. 1 , 377 – 410 .
Search in Google Scholar Back to article
Deardorff , J. W. 1972 . Parameterization of the planetary boundary layer for use in general circulation models . Mon. Wea. Rev. 100 , 93 – 106 . 10.1175/1520-0493(1972)100<;0093:POTPBL>2.3.CO;2
Open DOI Search in Google Scholar Back to article
Deardorff , J. W. 1980 . Stratocumulus-capped mixed layers derived from a three-dimensional model . Bound-Layer Meteorol. 18 , 495 – 527 . 10.1007/BF00119502
Open DOI Search in Google Scholar Back to article
Del Genio , A. D. , Wu , J. , Wolf , A. B. , Chen , Y. , Yao , M. S. and co-authors. 2015 . Constraints on cumulus parameterization from simulations of observed MJO events . J. Climate 28 , 6419 – 6442 . 10.1175/JCLI-D-14-00832.1
Open DOI Search in Google Scholar Back to article
de Rooy , W. C. , Bechtold , P. , Fröhlich , K. , Hohenegger , C. , Jonker , H. and co-authors. 2013 . Entrainment and detrainment in cumulus convection: an overview . Q.J.R. Meteorol. Soc. 139 , 1 – 19 . 10.1002/qj.1959
Open DOI Search in Google Scholar Back to article
de Roode , S. R. , Siebesma , A. P. , Jonker , H. J. J. and de Voogd , Y. 2012 . Parameterization of the vertical velocity equation for shallow cumulus clouds . Mon. Weather Rev. 140 , 2424 – 2436 . 10.1175/MWR-D-11-00277.1
Open DOI Search in Google Scholar Back to article
de Roode , S. R. , Sandu , I. , van der Dussen , J. J. , Ackerman , A. S. , Blossey , P. and co-authors. 2016 . Large-eddy simulations of EUCLIPSE–GASS Lagrangian stratocumulus-to-cumulus transitions: mean state, turbulence, and decoupling . J. Atmos. Sci. 73 , 2485 – 2508 . 10.1175/JAS-D-15-0215.1
Open DOI Search in Google Scholar Back to article
de Szoeke , S. P. , Skyllingstad , E. D. , Zuidema , P. and Chandra , A. S. 2017 . Cold Pools and their influence on the tropical marine boundary layer . J. Atmos. Sci. 74 , 1149 – 1168 . 10.1175/JAS-D-16-0264.1
Open DOI Search in Google Scholar Back to article
Dione , C. , Lothon , M. , Badiane , D. , Campistron , B. , Couvreux , F. and co-authors. 2014 . Phenomenology of Sahelian convection observed in Niamey during the early monsoon . Q.J.R. Meteorol. Soc. 140 , 500 – 516 . 10.1002/qj.v140.679
Open DOI Search in Google Scholar Back to article
Durran , D. R. 1989 . Improving the anelastic approximation . J. Atmos. Sci. 46 , 1453 – 1461 . 10.1175/1520-0469(1989)046<;1453:ITAA>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Durran , D. R. and Klemp , J. B. 1983 . A compressible model for the simulation of moist mountain waves . Mon. Wea. Rev. 111 , 2341 – 2361 . 10.1175/1520-0493(1983)111<;2341:ACMFTS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Ebert , E. E. and Curry , J. A. 1992 . A parameterization of ice cloud optical properties for climate models . J. Geophys. Res. 97 , 3831 – 3836 . 10.1029/91JD02472
Open DOI Search in Google Scholar Back to article
Emori , S. and Brown , S. J. 2005 . Dynamic and thermodynamic changes in mean and extreme precipitation under changed climate . Geophys. Res. Lett. 32 , L17706 .
Search in Google Scholar Back to article
Esau , I. 2014 . Indirect air–sea interactions simulated with a coupled turbulence-resolving model . Ocean Dyn. 64 , 689 – 705 . 10.1007/s10236-014-0712-y
Open DOI Search in Google Scholar Back to article
Feng , Z. , Hagos , S. , Rowe , A. K. , Burleyson , C. D. , Martini , M. N. and co-authors. 2015 . Mechanisms of convective cloud organization by cold pools over tropical warm ocean during the AMIE/DYNAMO field campaign . J. Adv. Model. Earth Syst. 7 , 357 – 381 . 10.1002/2014MS000384
Open DOI Search in Google Scholar Back to article
Feingold , G. , Koren , I. , Wang , H. L. , Xue , H. W. and Brewer , W. A. 2010 . Precipitation-generated oscillations in open cellular cloud fields . Nature 466 , 849 – 852 . 10.1038/nature09314
Open DOI Search in Google Scholar Back to article
Froidevaux , P. , Schlemmer , L. , Schmidli , J. , Langhans , W. and Schär , C. 2014 . Influence of the background wind on the local soil moisture–precipitation feedback . J. Atmos. Sci. 71 , 782 – 799 . 10.1175/JAS-D-13-0180.1
Open DOI Search in Google Scholar Back to article
Fu , Q. 1996 . An accurate parameterization of the solar radiative properties of cirrus clouds for climate models . J. Climate. 9 , 2058 – 2082 . 10.1175/1520-0442(1996)009<;2058:AAPOTS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Fu , Q. , Yang , P. and Sun , W. B. 1998 . An accurate parameterization of the infrared radiative properties of cirrus clouds for climate models . J. Climate 11 , 2223 – 2237 . 10.1175/1520-0442(1998)011<;2223:AAPOTI>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Etling , D. and Brown , R. A. 1993 . Roll vortices in the planetary boundary layer: A review . Bound-Layer Meteorol. 65 , 215 – 248 . 10.1007/BF00705527
Open DOI Search in Google Scholar Back to article
Gal-Chen , T. and Somerville , R. C. J. 1975 . On the use of a coordinate transformation for the solution of the Navier-Stokes equations . J. Comput. Phys. 17 , 209 – 228 . 10.1016/0021-9991(75)90037-6
Open DOI Search in Google Scholar Back to article
Germano , M. , Piomelli , U. , Moin , P. and Cabot , W. H. 1991 . A dynamic subgrid-scale eddy viscosity model . Phys. Fluids A 3 , 1760 – 1765 .
Search in Google Scholar Back to article
Golaz , J. C. , Larson , V. E. and Cotton , W. R. 2002 . A PDF-based model for boundary layer clouds. Part I: Method and model description . J. Atmos. Sci. 59 , 3540 – 3551 .
Search in Google Scholar Back to article
Grabowski , W. W. , Wu , X. and Moncrieff , M. W. 1996 . Cloud-resolving modeling of tropical cloud systems during phase III of GATE. Part I: two-dimensional experiments . J. Atmos. Sci. 53 , 3684 – 3709 . 10.1175/1520-0469(1996)053<;3684:CRMOTC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Grabowski , W. W. , Wu , X. , Moncrieff , M. W. and Hall , W. D. 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 . 10.1175/1520-0469(1998)055<;3264:CRMOCS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Grabowski , W. W. 2001 . Coupling cloud processes with the large-scale dynamics using the cloud-resolving convection parameterization (CRCP) . J. Atmos. Sci. 58 , 978 – 997 . 10.1175/1520-0469(2001)058<;0978:CCPWTL>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Grabowski , W. W. 2003 . MJO-like coherent structures: sensitivity simulations using the cloud-resolving convection parameterization (CRCP) . J. Atmos. Sci. 60 , 847 – 864 . 10.1175/1520-0469(2003)060<;0847:MLCSSS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Grabowski , W. W. 2016 . Towards global large eddy simulation: super-parameterization revisited . J. Meteorol. Soc. Japan. 94 , 327 – 344 . 10.2151/jmsj.2016-017
Open DOI Search in Google Scholar Back to article
Grandpeix , J. Y. and Lafore , J. P. 2010 . A density current parameterization coupled with emanuel’s convection scheme. Part I: the models . J. Atmos. Sci. 67 , 881 – 897 . 10.1175/2009JAS3044.1
Open DOI Search in Google Scholar Back to article
Gregory , D. and Miller , M. J. 1989 . A numerical study of the parametrization of deep tropical convection . Q.J.R. Meteorol. Soc. 115 , 1209 – 1241 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Gregory , D. 2001 . Estimation of entrainment rate in simple models of convective clouds . Q.J.R. Meteorol. Soc. 127 , 53 – 72 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Gregory , D. and Guichard , F. 2002 . Aspects of the parametrization of organized convection: contrasting cloud-resolving model and single-column model realizations . Q.J.R. Meteorol. Soc. 128 , 625 – 646 . 10.1256/003590002321042126
Open DOI Search in Google Scholar Back to article
Griffin , B. M. and Larson , V. E. 2016 . Parameterizing microphysical effects on variances and covariances of moisture and heat content using a multivariate probability density function: a study with CLUBB (tag MVCS) . Geosci. Model Dev. 9 , 4273 – 4295 . 10.5194/gmd-9-4273-2016
Open DOI Search in Google Scholar Back to article
Guichard , F. 1995 . Impact of a cloud ensemble on the large scale environment as obtained with a cloud resolving model (cases GATE and TOGA-COARE) . PhD Thesis. Institut National Polytechnique de Toulouse , Toulouse, France . Thesis No. 1995INPT034H .
Search in Google Scholar Back to article
Guichard , F. , Lafore , J.-P. and Redelsperger , J.-L. 1997 . Thermodynamical impact and internal structure of a tropical convective cloud system . Q.J.R. Meteorol. Soc. 123 , 2297 – 2324 . 10.1002/qj.v123:544
Open DOI Search in Google Scholar Back to article
Guichard , F. , Redelsperger , J.-L. and Lafore , J.-R. 2000 . Cloud-resolving simulation of convective activity during TOGA-COARE: sensitivity to external sources of uncertainties . Q.J.R. Meteorol. Soc. 126 , 3067 – 3095 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Guichard , F. , Petch , J. C. , Redelsperger , J.-L. , Bechtold , P. , Chaboureau , J.-P. and co-authors. 2004 . Modelling the diurnal cycle of deep precipitating convection over land with cloud-resolving models and single-column models . Q.J.R. Meteorol. Soc. 130 , 3139 – 3172 . 10.1256/qj.03.145
Open DOI Search in Google Scholar Back to article
Heinze , R. , Dipankar , A. , Henken , C. C. , Moseley , C. , Sourdeval , O. and co-authors. 2017 . Large-eddy simulations over Germany using ICON: a comprehensive evaluation . Q.J.R. Meteorol. Soc. 143 , 69 – 100 . 10.1002/qj.2017.143.issue-702
Open DOI Search in Google Scholar Back to article
Held , I. M. , Hemler , R. S. and Ramaswamy , V. 1993 . Radiative-convective equilibrium with explicit two-dimensional moist convection . J. Atmos. Sci. 50 , 3909 – 3927 . 10.1175/1520-0469(1993)050<;3909:RCEWET>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Heus , T. , van Dijk , G. , Jonker , H. J. J. and van den Akker , H. E. A. 2008 . Mixing in shallow cumulus clouds studied by Lagrangian particle tracking . J. Atmos. Sci. 65 , 2581 – 2597 . 10.1175/2008JAS2572.1
Open DOI Search in Google Scholar Back to article
Heus , T. , van Heerwaarden , C. C. , Jonker , H. J. J. , Pier Siebesma , A. , Axelsen , S. and co-authors. 2010 . Formulation of the Dutch Atmospheric Large-Eddy Simulation (DALES) and overview of its applications . Geosci. Model Dev. 3 , 415 – 444 . 10.5194/gmd-3-415-2010
Open DOI Search in Google Scholar Back to article
Holloway , C. E. , Woolnough , S. J. and Lister , G. M. 2013 . The effects of explicit versus parameterized convection on the MJO in a large-domain high-resolution tropical case study. Part I: Characterization of large-scale organization and propagation . J. Atmos. Sci. 70 , 1342 – 1369 . 10.1175/JAS-D-12-0227.1
Open DOI Search in Google Scholar Back to article
Hong , S.-Y. and Pan , H.-L. 1996 . Nonlocal boundary layer vertical diffusion in a medium-range forecast model . Mon. Wea. Rev. 124 , 2322 – 2339 . 10.1175/1520-0493(1996)124<;2322:NBLVDI>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Honnert , R. , Masson , V. and Couvreux , F. 2011 . A diagnostic for evaluating the representation of turbulence in atmospheric models at the kilometric scale . J. Atmos. Sci. 68 , 3112 – 3131 . 10.1175/JAS-D-11-061.1
Open DOI Search in Google Scholar Back to article
Hourdin , F. , Couvreux , F. and Menut , L. 2002 . Parameterization of the dry convective boundary layer based on a mass flux representation of thermals . J. Atmos. Sci. 59 , 1105 – 1123 . 10.1175/1520-0469(2002)059<;1105:POTDCB>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Hourdin , F. , Grandpeix , J.-Y. , Rio , C. , Bony , S. , Jam , A. and co-authors. 2013 . LMDZ5B: the atmospheric component of the IPSL climate model with revisited parameterizations for clouds and convection . Clim. Dyn. 40 , 2193 – 2222 . 10.1007/s00382-012-1343-y
Open DOI Search in Google Scholar Back to article
Hourdin , F. , Mauritsen , T. , Gettelman , A. , Golaz , J. C. , Balaji , V. and co-authors. 2016 . The art and science of climate model tuning . Bull. Amer. Meteorol. Soc. 98 , 589 – 602 .
Search in Google Scholar Back to article
Hourdin , F. , Musat , I. , Bony , S. , Braconnot , P. , Codron , F. and co-authors . 2006 . The LMDZ4 general circulation model: climate performance and sensitivity to parametrized physics with emphasis on tropical convection . Clim. Dyn. 27 , 787 – 813 .
Search in Google Scholar Back to article
Houze , R. A. Jr , Cheng , C.-P. , Leary , C. A. and Gamache , J. F. 1980 . Diagnosis of cloud mass and heat fluxes from radar and synoptic data . J. Atmos. Sci. 37 , 754 – 773 . 10.1175/1520-0469(1980)037<;0754:DOCMAH>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Houze , R. A. Jr and Betts , A. K. 1981 . Convection in GATE . Rev. Geophys. 19 , 541 – 576 . 10.1029/RG019i004p00541
Open DOI Search in Google Scholar Back to article
Huang , Q. , Marsham , J. H. , Parker , D. J. , Tian , W. and Weckwerth , T. 2009 . A comparison of roll and nonroll convection and the subsequent deepening moist convection: an LEM case study based on SCMS data . Mon. Wea. Rev. 137 , 350 – 365 . 10.1175/2008MWR2450.1
Open DOI Search in Google Scholar Back to article
Jakub , F. and Mayer , B. 2016 . 3-D radiative transfer in large-eddy simulations experiences coupling the TenStream solver to the UCLA-LES . Geosci. Mod. Dev. 9 , 1413 – 1422 . 10.5194/gmd-9-1413-2016
Open DOI Search in Google Scholar Back to article
Jam , A. , Hourdin , F. , Rio , C. and Couvreux , F. 2013 . Resolved versus parametrized boundary-layer plumes. Part III: Derivation of a statistical scheme for cumulus clouds . Bound-Layer Meteorol. 147 , 421 – 441 .
Search in Google Scholar Back to article
Jonas , P. R. 1990 . Observations of cumulus cloud entrainment . Atmos. Res. 25 , 105 – 127 . 10.1016/0169-8095(90)90008-Z
Open DOI Search in Google Scholar Back to article
Jonker , H. J. J. , Heus , T. and Sullivan , P. P. 2008 . A refined view of vertical mass transport by cumulus convection . Geophys. Res. Lett. 35 , L07810 .
Search in Google Scholar Back to article
Keil , C. , Heinlein , F. and Craig , G. C. 2014 . The convective adjustment time-scale as indicator of predictability of convective precipitation . Q.J.R. Meteorol. Soc. 140 , 480 – 490 . 10.1002/qj.v140.679
Open DOI Search in Google Scholar Back to article
Kendon , E. J. , Roberts , N. M. , Fowler , H. J. , Roberts , M. J. , Chan , S. C. and co-authors. 2014 . Heavier summer downpours with climate change revealed by weather forecast resolution model . Nat. Clim. Change 4 , 570 – 576 . 10.1038/nclimate2258
Open DOI Search in Google Scholar Back to article
Kessler , E. 1969 . On the distribution and continuity of water substance in atmospheric circulation . AMS Meteorol. Monogr. 10 , 1 – 84 . DOI: 10.1007/978-1-935704-36-2_1 .
Open DOI Search in Google Scholar Back to article
Khairoutdinov , M. and Kogan , Y. 2000 . A new cloud physics parameterization in a large-eddy simulation model of marine stratocumulus . Mon. Wea. Rev. 128 , 229 – 243 . 10.1175/1520-0493(2000)128<;0229:ANCPPI>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Khairoutdinov , M. F. , Randall , D. A. and DeMott , C. 2005 . Simulations of the atmospheric general circulation using a cloud-resolving model as a superparameterization of physical processes . J. Atmos. Sci. 62 , 2136 – 2154 . 10.1175/JAS3453.1
Open DOI Search in Google Scholar Back to article
Khairoutdinov , M. and Randall , D. 2006 . High-resolution simulation of shallow-to-deep convection transition over land . J. Atmos. Sci. 63 , 3421 – 3436 . 10.1175/JAS3810.1
Open DOI Search in Google Scholar Back to article
Khairoutdinov , M. F. , Krueger , S. K. , Moeng , C.-H. , Bogenschutz , P. A. and Randall , D. A. 2009 . Large-eddy simulation of maritime deep tropical convection . J. Adv. Model. Earth Syst. 1 , 15 . 10.3894/JAMES.2009.1.15
Open DOI Search in Google Scholar Back to article
Kirshbaum , D. J. and Grant , A. L. M. 2012 . Invigoration of cumulus cloud fields by mesoscale ascent . Q.J.R. Meteorol. Soc. 138 , 2136 – 2150 . 10.1002/qj.v138.669
Open DOI Search in Google Scholar Back to article
Klemp , J. B. and Wilhelmson , R. B. 1978 . The simulation of three-dimensional convective storm dynamics . J. Atmos. Sci. 35 , 1070 – 1096 . 10.1175/1520-0469(1978)035<;1070:TSOTDC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Klemp , J. B. 2011 . A terrain-following coordinate with smoothed coordinate surfaces . Mon. Wea. Rev. 139 , 2163 – 2169 . 10.1175/MWR-D-10-05046.1
Open DOI Search in Google Scholar Back to article
Klinger , C. and Mayer , B. 2016 . The neighboring column approximation (NCA) – A fast approach for the calculation of 3D thermal heating rates in cloud resolving models . J. Quant. Spectrosc. Radiat. Transf. 168 , 17 – 28 . 10.1016/j.jqsrt.2015.08.020
Open DOI Search in Google Scholar Back to article
Kogan , Y. L. , Khairoutdinov , M. P. , Lilly , D. K. , Kogan , Z. N. and Liu , Q. 1995 . Modeling of stratocumulus cloud layers in a large eddy simulation model with explicit microphysics . J. Atmos. Sci. 52 , 2923 – 2940 . 10.1175/1520-0469(1995)052<;2923:MOSCLI>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Krueger , S. K. 1988 . Numerical simulation of tropical cumulus clouds and their interaction with the subcloud layer . J. Atmos. Sci. 45 , 2221 – 2250 . 10.1175/1520-0469(1988)045<;2221:NSOTCC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Krueger , S. K. , Fu , Q. , Liou , K. N. and Chin , H.-N. S. 1995 . Improvements of an ice-phase microphysics parameterization for use in numerical simulations of tropical convection . J. Appl. Meteorol. 34 , 281 – 287 . 10.1175/1520-0450-34.1.281
Open DOI Search in Google Scholar Back to article
Krueger , S. K. , Morrison , H. and Fridlind , A. M. 2016 . Cloud-resolving modeling: ARM and the GCSS story . AMS Meteorol. Monogr. 57 , 25.1 – 25.16 . DOI: 10.1175/AMSMONOGRAPHS-D-15-0047.1 .
Open DOI Search in Google Scholar Back to article
Kuettner , J. P. 1971 . Cloud bands in the earth’s atmosphere . Tellus 23 , 404 – 425 .
Search in Google Scholar Back to article
Kurowski , M. J. , Grabowski , W. W. and Smolarkiewicz , P. K. 2014 . Anelastic and compressible simulation of moist deep convection . J. Atmos. Sci. 71 , 3767 – 3787 .
Search in Google Scholar Back to article
Lafore , J.-P. , Redelsperger , J.-L. and Jaubert , G. 1988 . Comparison between a 3-dimensional simulation and Doppler Radar data of a tropical squall line – transports of mass, momentum, heat, and moisture . J. Atmos. Sci. 45 , 3483 – 3500 . 10.1175/1520-0469(1988)045<;3483:CBATDS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Lafore , J. P. , Stein , J. , Asencio , N. , Bougeault , P. , Ducrocq , V. and co-authors. 1998 . The Meso-NH atmospheric simulation system. Part I: adiabatic formulation and control simulations . Ann. Geophys. 16 , 90 – 109 . 10.1007/s00585-997-0090-6
Open DOI Search in Google Scholar Back to article
Larson , V. E. , Golaz , J.-C. and Cotton , W. R. 2002 . Small-scale and mesoscale variability in cloudy boundary layers: joint probability density functions . J. Atmos. Sci. 59 , 3519 – 3539 . 10.1175/1520-0469(2002)059<;3519:SSAMVI>2.0.CO;2
Open DOI Search in Google Scholar Back to article
LeMone , M. A. and Pennell , W. T. 1976 . The relationship of trade wind cumulus distribution to subcloud layer fluxes and structure . Mon. Wea. Rev. 104 , 524 – 539 . 10.1175/1520-0493(1976)104<;0524:TROTWC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Lenderink , G. , Siebesma , A. P. , Cheinet , S. , Irons , S. , Jones , C. G. and co-authors. 2004 . The diurnal cycle of shallow cumulus clouds over land: a single-column model intercomparison study . Q.J.R. Meteorol. Soc. 130 , 3339 – 3364 . 10.1256/qj.03.122
Open DOI Search in Google Scholar Back to article
Lenderink , G. and van Meijgaard , E. 2008 . Increase in hourly precipitation extremes beyond expectations from temperature changes . Nat. Geosci. 1 , 511 – 514 . 10.1038/ngeo262
Open DOI Search in Google Scholar Back to article
Lilly , D. K. 1962 . On the numerical simulation of buoyant convection . Tellus 14 , 148 – 172 .
Search in Google Scholar Back to article
Lilly , D. 1967 . The representation of small-scale turbulence in numerical simulation experiments Proceedings of the IBM Scientific Computing Symposium on Environmental Science , Yorktown Heights, NY , 195 – 210 .
Search in Google Scholar Back to article
Lin , C. and Arakawa , A. 1997 . The macroscopic entrainment processes of simulated cumulus ensemble. Part I: Entrainment sources . J. Atmos. Sci. 54 , 1027 – 1043 . 10.1175/1520-0469(1997)054<;1027:TMEPOS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Lin , Y.-L. , Farley , R. D. and Orville , H. D. 1983 . Bulk parameterization of the snow field in a cloud model . J. Climate Appl. Meteorol. 22 , 1065 – 1092 . 10.1175/1520-0450(1983)022<;1065:BPOTSF>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Lin , J. L. , Kiladis , G. N. , Mapes , B. E. , Weickmann , K. M. , Sperber , K. R. and co-authors. 2006 . Tropical intraseasonal variability in 14 IPCC AR4 climate models. Part I: convective signals . J. Clim. 19 , 2665 – 2690 .
Search in Google Scholar Back to article
Liu , A. Q. G. , Moore , W. K. , Tsuboki , K. and Renfrew , I. A. 2004 . A high-resolution simulation of convective roll clouds during a cold-air outbreak . Geophys. Res. Lett. 31 , L03101 .
Search in Google Scholar Back to article
Lohou , F. and Patton , E. 2014 . Surface energy balance and buoyancy response to shallow cumulus shading . J. Atmos. Sci. 71 , 665 – 682 . 10.1175/JAS-D-13-0145.1
Open DOI Search in Google Scholar Back to article
Lothon , M. , Couvreux , F. , Donier , S. , Guichard , F. , Lacarrère , P. and co-authors. 2007 . Impact of coherent eddies on airborne measurements of vertical turbulent fluxes . Bound-Layer Meteorol. 124 , 425 – 447 . 10.1007/s10546-007-9182-9
Open DOI Search in Google Scholar Back to article
Ludlam , F. H. 1966 . Cumulus and cumulonimbus convection . Tellus 18 , 687 – 698 .
Search in Google Scholar Back to article
Malkus , J. S. 1953 . Comment on ‘Bubble theory of penetrative convection’ by Scorer, R. S., Ludlam, F. H. and Stommel, 1953 . Q.J.R. Meteorol. Soc. 79 , 288 – 293 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Manabe , S. and Wetherald , R. T. 1967 . Thermal equilibrium of the atmosphere with a given distribution of relative humidity . J. Atmos. Sci. 24 , 241 – 259 . 10.1175/1520-0469(1967)024<;0241:TEOTAW>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Maronga , B. , Gryschka , M. , Heinze , R. , Hoffmann , F. , Kanani-Sühring , F. and co-authors. 2015 . The Parallelized Large-Eddy Simulation Model (PALM) version 4.0 for atmospheric and oceanic flows: model formulation, recent developments, and future perspectives . Geosci. Model Dev. 8 , 2515 – 2551 . 10.5194/gmd-8-2515-2015
Open DOI Search in Google Scholar Back to article
Marshall , J. S. and Palmer , W. Mc K 1948 . The distribution of raindrops with size . J. Meteorol. 5 , 165 – 166 . 10.1175/1520-0469(1948)005<;0165:TDORWS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Marsham , J. H. , Knippertz , P. , Dixon , N. S. , Parker , D. J. and Lister , G. 2011 . The importance of the representation of deep convection for modeled dust-generating winds over West Africa during summer . Geophys. Res. Lett. 38 , L16803 .
Search in Google Scholar Back to article
Marsham , J. H. , Dixon , N. , Garcia-Carreras , L. , Lister , G. M. S. , Parker , D. J. and co-authors. 2013 . The role of moist convection in the West African monsoon system: Insights from continental-scale convection-permitting simulations . Geophys. Res. Lett. 40 , 1843 – 1849 . 10.1002/grl.50347
Open DOI Search in Google Scholar Back to article
Mason , P. J. 1989 . Large-eddy simulation of the convective atmospheric boundary layer . J. Atmos. Sci. 46 , 1492 – 1516 . 10.1175/1520-0469(1989)046<;1492:LESOTC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Matheou , G. , Chung , D. , Nuijens , L. , Stevens , B. and Teixeira , J. 2011 . On the fidelity of large-eddy simulation of shallow precipitating cumulus convection . Mon. Wea. Rev. 139 , 2918 – 2939 . 10.1175/2011MWR3599.1
Open DOI Search in Google Scholar Back to article
Mellado , J. P. , Stevens , B. , Schmidt , H. and Peters , N. 2009 . Buoyancy reversal in cloud-top mixing layers . Q.J.R. Meteorol. Soc. 135 , 963 – 978 . 10.1002/qj.v135:641
Open DOI Search in Google Scholar Back to article
Mellor , G. L. 1977 . The gaussian cloud model relations . J. Atmos. Sci. 34 , 356 – 358 . 10.1175/1520-0469(1977)034<;0356:TGCMR>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Meredith , E. P. , Semenov , V. A. , Maraun , D. , Park , W. and Chernokulsky , A. V. 2015 . Crucial role of Black Sea warming in amplifying the 2012 Krymsk precipitation extreme . Nat. Geosci. 8 , 615 – 619 . 10.1038/ngeo2483
Open DOI Search in Google Scholar Back to article
Mesinger , F. and Arakawa , A. 1976 . Numerical methods used in atmospheric models . GARP Publications Series No. 17 . WMO/ICSU Joint Organizing Committee , 64 pp.
Search in Google Scholar Back to article
Meyers , M. P. , Walko , R. L. , Harrington , J. Y. and Cotton , W. R. 1997 . New RAMS cloud microphysics parameterization. Part II: The two-moment scheme . Atmos. Res. 45 , 3 – 39 . 10.1016/S0169-8095(97)00018-5
Open DOI Search in Google Scholar Back to article
Milbrandt , J. A. and Yau , M. K. 2005 . A multimoment bulk microphysics parameterization. Part I: Analysis of the role of the spectral shape parameter . J. Atmos. Sci. 62 , 3051 – 3064 . 10.1175/JAS3534.1
Open DOI Search in Google Scholar Back to article
Miller , M. J. and Pearce , R. P. 1974 . A three dimensional primitive equation model of cumulonimbus convection . Q.J.R. Meteorol. Soc. 100 , 133 – 154 . 10.1002/(ISSN)1477-870X
Open DOI Search in Google Scholar Back to article
Misra , A. and Pullin , D. I. 1997 . A vortex-based subgrid stress model for large-eddy simulation . Phys. Fluids. 9 , 2443 – 2454 . 10.1063/1.869361
Open DOI Search in Google Scholar Back to article
Miura , H. , Satoh , M. , Nasuno , T. , Noda , A. T. and Oouchi , K. 2007 . A Madden-Julian oscillation event realistically simulated by a global cloud-resolving model . Science 318 , 1763 – 1765 . 10.1126/science.1148443
Open DOI Search in Google Scholar Back to article
Miyakawa , T. , Satoh , M. , Miura , H. , Tomita , H. , Yashiro , H. and co-authors. 2014 . Madden-Julian oscillation prediction skill of a new-generation global model demonstrated using a supercomputer . Nat. Commun. 5 , 3769 .
Search in Google Scholar Back to article
Moeng , C. 1984 . A large-eddy-simulation model for the study of planetary boundary-layer turbulence . J. Atmos. Sci. 41 , 2052 – 2062 . 10.1175/1520-0469(1984)041<;2052:ALESMF>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Moeng , C.-H. and Sullivan , P. P. 2002 . Large-eddy simulation . In: Encyclopedia of Atmospheric Sciences . 2nd ed (eds. J. R . Holton , J . Pyle and F . Zhang ) Vol. 4 . Academic Press , San Diego, CA , pp. 243 – 240 .
Search in Google Scholar Back to article
Morrison , H. and Grabowski , W. W. 2008 . A novel approach for representing ice microphysics in models: description and tests using a kinematic framework . J. Atmos. Sci. 65 , 1528 – 1548 . 10.1175/2007JAS2491.1
Open DOI Search in Google Scholar Back to article
Morrison , H. , Thompson , G. and Tatarskii , V. 2009 . Impact of cloud microphysics on the development of trailing stratiform precipitation in a simulated squall line: comparison of one- and two-moment schemes . Mon. Wea. Rev. 137 , 991 – 1007 . 10.1175/2008MWR2556.1
Open DOI Search in Google Scholar Back to article
Muller , C. J. , O’Gorman , P. A. and Back , L. E. 2011 . Intensification of precipitation extremes with warming in a cloud-resolving model . J. Climate 24 , 2784 – 2800 . 10.1175/2011JCLI3876.1
Open DOI Search in Google Scholar Back to article
Muller , C. J. 2013 . Impact of convective organization on the response of tropical precipitation extremes to warming . J Climate 26 , 5028 – 5043 . 10.1175/JCLI-D-12-00655.1
Open DOI Search in Google Scholar Back to article
Müller , G. and Chlond , A. 1996 . Three-dimensional numerical study of cell broadening during cold-air outbreaks . Bound-Layer Meteorol. 81 , 289 – 323 .
Search in Google Scholar Back to article
Neggers , R. A. J. , Jonker , H. J. J. and Siebesma , A. P. 2003a . Size statistics of cumulus cloud populations in large-eddy simulations . J Atmos Sci. 60 , 1060 – 1074 . 10.1175/1520-0469(2003)60<;1060:SSOCCP>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Neggers , R. A. J. , Duynkerke , P. G. and Rodts , S. M. A. 2003b . Shallow cumulus convection: a validation of large-eddy simulation against aircraft and Landsat observations . Quart. J. Roy. Met. Soc. 129 , 2671 – 2696 . 10.1256/qj.02.93
Open DOI Search in Google Scholar Back to article
Neggers , R. A. J. 2009 . A dual mass flux framework for boundary layer convection. Part II: clouds . J. Atmos. Sci. 66 , 1489 – 1506 .
Search in Google Scholar Back to article
Neggers , R. A. J. 2015 . Attributing the behavior of low-level clouds in large-scale models to subgrid-scale parameterizations . J. Adv. Model. Earth Syst. 7 , 2029 – 2043 . 10.1002/jame.v7.4
Open DOI Search in Google Scholar Back to article
O’Gorman , P. A. 2015 . Precipitation extremes under climate change . Curr. Clim. Change Rep. 1 , 49 – 59 . 10.1007/s40641-015-0009-3
Open DOI Search in Google Scholar Back to article
Ogura , Y. and Phillips , N. A. 1962 . Scale analysis of deep and shallow convection in the atmosphere . J. Atmos. Sci. 19 , 173 – 179 . 10.1175/1520-0469(1962)019<;0173:SAODAS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
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 . 10.1175/1520-0469(1963)020<;0407:TEOAMC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Orszag , S. 1971 . Numerical simulation of incompressible flows within simple boundaries: accuracy . J. Fluid Mech. 49 , 75 – 112 . 10.1017/S0022112071001940
Open DOI Search in Google Scholar Back to article
Oue , M. , Kollias , P. , North , K. W. , Tatarevic , A. , Endo , S. and co-authors. 2016 . Estimation of cloud fraction profile in shallow convection using a scanning cloud radar . Geophys. Res. Lett. 43 , 10998 – 11006 . 10.1002/2016GL070776
Open DOI Search in Google Scholar Back to article
Oueslati , B. and Bellon , G. 2013 . Convective entrainment and large-scale organization of tropical precipitation: sensitivity of the CNRM-CM5 hierarchy of models . J. Climate 26 , 2931 – 2946 . 10.1175/JCLI-D-12-00314.1
Open DOI Search in Google Scholar Back to article
Panthou , G. , Vischel , T. and Lebel , T. 2014 . Recent trends in the regime of extreme rainfall in the Central Sahel . Int. J. Climatol. 34 , 3998 – 4006 . 10.1002/joc.2014.34.issue-15
Open DOI Search in Google Scholar Back to article
Park , S. , Heus , T. and Gentine , P. 2017 . Role of convective mixing and evaporative cooling in shallow convection . J. Geophys. Res 122 , 5351 – 5363 .
Search in Google Scholar Back to article
Patton , E. G. , Sullivan , P. P. and Moeng , C. H. 2005 . The influence of idealized heterogeneity on wet and dry planetary boundary layers coupled to the land surface . J. Atmos. Sci. 62 , 2078 – 2097 . 10.1175/JAS3465.1
Open DOI Search in Google Scholar Back to article
Pergaud , J. , Masson , V. , Malardel , S. and Couvreux , F. 2009 . A parameterization of dry thermals and shallow cumuli for mesoscale numerical weather prediction . Bound-Layer Meteorol. 132 , 83 – 106 . 10.1007/s10546-009-9388-0
Open DOI Search in Google Scholar Back to article
Phillips , V. T. , Donner , L. J. and Garner , S. T. 2007 . Nucleation processes in deep convection simulated by a cloud-system-resolving model with double-moment bulk microphysics . J. Atmos. Sci. 64 , 738 – 761 . 10.1175/JAS3869.1
Open DOI Search in Google Scholar Back to article
Pielke , R. A. Sr . 2013 . Mesoscale Meteorological Modeling . 3rd ed. , Vol. 98 , International Geophysics Series , Academic press , San Diego, CA .
Search in Google Scholar Back to article
Pincus , R. 2013 . Radiation across spatial scales (and model resolutions) . Proceedings of the ECMWF Workshop on Parametrization of Clouds and Precipitation Across Model Resolutions , Reading, UK , pp. 109 – 115 .
Search in Google Scholar Back to article
Pincus , R. and Stevens , B. 2009 . Monte Carlo spectral integration: a consistent approximation for radiative transfer in large eddy simulations . J. Adv. Model. Earth Syst. 1 , 1 – 9 .
Search in Google Scholar Back to article
Pope , S. B. 2000 . Turbulent Flows Cambridge University Press , Cambridge . 10.1017/CBO9780511840531
Open DOI Search in Google Scholar Back to article
Prein , A. F. , Langhans , W. , Fosser , G. , Ferrone , A. , Ban , N. and co-authors. 2015 . A review on regional convection-permitting climate modeling: Demonstrations, prospects, and challenges . Rev. Geophys. 53 , 323 – 361 . 10.1002/2014RG000475
Open DOI Search in Google Scholar Back to article
Raasch , S. and Schröter , M. 2001 . PALM – A large-eddy simulation model performing on massively parallel computers . Meteorol. Z. 10 , 363 – 372 . 10.1127/0941-2948/2001/0010-0363
Open DOI Search in Google Scholar Back to article
Randall , D. A. , Xu , K.-M. , Somerville , R. J. C. and Iacobellis , S. 1996 . Single-column models and cloud ensemble models as links between observations and climate models . J. Climate 9 , 1683 – 1697 . 10.1175/1520-0442(1996)009<;1683:SCMACE>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Randall , D. A. , Khairoutdinov , M. , Arakawa , A. and Grabowski , W. 2003 . Breaking the cloud parameterization deadlock . Bull. Amer. Meteorol. Soc. 84 , 1547 – 1564 . 10.1175/BAMS-84-11-1547
Open DOI Search in Google Scholar Back to article
Raymond , D. J. and Zeng , X. 2005 . Modelling tropical atmospheric convection in the context of the weak temperature gradient approximation . Q.J.R. Meteorol. Soc. 131 , 1301 – 1320 . 10.1256/qj.03.97
Open DOI Search in Google Scholar Back to article
Redelsperger , J.-L. and Sommeria , G. 1981 . Methode de representation de la turbulence d'echelle inferieure a la maille pour un modele tri-dimensionnel de convection nuageuse . Bound-Layer Meteorol. 21 , 509 – 530 . 10.1007/BF02033598
Open DOI Search in Google Scholar Back to article
Redelsperger , J.-L. and Sommeria , G. 1986 . Three-Dimensional Simulation of a Convective Storm: Sensitivity Studies on Subgrid Parameterization and Spatial Resolution . J. Atmos. Sci. 43 , 2619 – 2635 . 10.1175/1520-0469(1986)043<;2619:TDSOAC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Redelsperger , J.-L. and Lafore , J.-P. 1988 . A Three-Dimensional Simulation of a Tropical Squall Line: Convective Organization and Thermodynamic Vertical Transport . J. Atmos. Sci. 45 , 1334 – 1356 . 10.1175/1520-0469(1988)045<;1334:ATDSOA>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Redelsperger , J. L. , Brown , P. R. A. , Guichard , F. , How , C. , Kawasima , M. and co-authors. 2000a . A gcss model intercomparison for a tropical squall line observed during toga-coare. I: Cloud-resolving models . Q.J.R. Meteorol. Soc. 126 , 823 – 863 . 10.1002/qj.49712656404
Open DOI Search in Google Scholar Back to article
Redelsperger , J.-L. , Guichard , F. and Mondon , S. 2000b . A Parameterization of Mesoscale Enhancement of Surface Fluxes for Large-Scale Models . J. Climate. 13 , 402 – 421 . 10.1175/1520-0442(2000)013<;0402:APOMEO>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Redelsperger , J. , Parsons , D. B. and Guichard , F. 2002 . Recovery Processes and Factors Limiting Cloud-Top Height following the Arrival of a Dry Intrusion Observed during TOGA COARE . J. Atmos. Sci. 59 , 2438 – 2457 . 10.1175/1520-0469(2002)059<;2438:RPAFLC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Ricard , D. , Lac , C. , Riette , S. , Legrand , R. and Mary , A. 2013 . Kinetic energy spectra characteristics of two convection-permitting limited-area models AROME and Meso-NH . Q.J.R. Meteorol. Soc. 139 , 1327 – 1341 . 10.1002/qj.v139.674
Open DOI Search in Google Scholar Back to article
Rio , C. and Hourdin , F. 2008 . A Thermal Plume Model for the Convective Boundary Layer: Representation of Cumulus Clouds . J. Atmos. Sci. 65 , 407 – 425 . 10.1175/2007JAS2256.1
Open DOI Search in Google Scholar Back to article
Rio , C. , Hourdin , F. , Couvreux , F. and Jam , A. 2010 . Resolved versus Parametrized Boundary-Layer Plumes. Part II: Continuous Formulations of Mixing Rates for Mass-Flux Schemes . Bound-Layer Meteorol. 135 , 469 – 483 . 10.1007/s10546-010-9478-z
Open DOI Search in Google Scholar Back to article
Robe , F. R. and Emanuel , K. A. 1996 . Moist Convective Scaling: Some Inferences from Three-Dimensional Cloud Ensemble Simulations . J. Atmos. Sci. 53 , 3265 – 3275 . 10.1175/1520-0469(1996)053<;3265:MCSSIF>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Rochetin , N. , Couvreux , F. , Grandpeix , J.-Y. and Rio , C. 2014 . Deep Convection Triggering by Boundary Layer Thermals. Part I: LES Analysis and Stochastic Triggering Formulation . J. Atmos. Sci. 71 , 496 – 514 . 10.1175/JAS-D-12-0336.1
Open DOI Search in Google Scholar Back to article
Rochetin , N. , Couvreux , F. and Guichard , F. 2017 . Morphology of breeze circulations induced by surface flux heterogeneities and their impact on convection initiation . Q.J.R. Meteorol. Soc. 143 , 463 – 478 . 10.1002/qj.2017.143.issue-702
Open DOI Search in Google Scholar Back to article
Romps , D. M. 2008 . The Dry-Entropy Budget of a Moist Atmosphere . J. Atmos. Sci. 65 , 3779 – 3799 . 10.1175/2008JAS2679.1
Open DOI Search in Google Scholar Back to article
Romps , D. M. 2010 . A Direct Measure of Entrainment . J. Atmos. Sci. 67 , 1908 – 1927 . 10.1175/2010JAS3371.1
Open DOI Search in Google Scholar Back to article
Romps , D. M. and Kuang , Z. 2010 . Nature versus Nurture in Shallow Convection . J. Atmos. Sci. 67 , 1655 – 1666 . 10.1175/2009JAS3307.1
Open DOI Search in Google Scholar Back to article
Romps , D. M. 2011 . Response of Tropical Precipitation to Global Warming . J. Atmos. Sci. 68 , 123 – 138 . 10.1175/2010JAS3542.1
Open DOI Search in Google Scholar Back to article
Ruppert , J. H. 2016 . Diurnal timescale feedbacks in the tropical cumulus regime . J. Adv. Model. Earth Syst. 8 , 1483 – 1500 .
Search in Google Scholar Back to article
Sagaut , P. 2006 . Large-eddy simulation for incompressible flows – An introduction , 3rd ed. Springer-Verlag, Scientific Computation series , 556 pages.
Search in Google Scholar Back to article
Sanderson , B. M. , Piani , C. , Ingram , W. J. , Stone , D. A. and Allen , M. R. 2008 . Towards constraining climate sensitivity by linear analysis of feedback patterns in thousands of perturbed-physics GCM simulations . Clim. Dyn. 30 , 175 – 190 . 10.1007/s00382-007-0280-7
Open DOI Search in Google Scholar Back to article
Sandu , I. and Stevens , B. 2011 . On the Factors Modulating the Stratocumulus to Cumulus Transitions . J. Atmos. Sci. 68 , 1865 – 1881 . 10.1175/2011JAS3614.1
Open DOI Search in Google Scholar Back to article
Satoh , M. , Matsuno , T. , Tomita , H. , Miura , H. , Nasuno , T. and co-authors. 2008 . Nonhydrostatic icosahedral atmospheric model (NICAM) for global cloud resolving simulations . J. Comput. Phys. 227 , 3486 – 3514 . 10.1016/j.jcp.2007.02.006
Open DOI Search in Google Scholar Back to article
Savic-Jovcic , V. and Stevens , B. 2008 . The Structure and Mesoscale Organization of Precipitating Stratocumulus . J. Atmos. Sci. 65 , 1587 – 1605 . 10.1175/2007JAS2456.1
Open DOI Search in Google Scholar Back to article
Schalkwijk , J. , Jonker , H. J. J. , Siebesma , A. P. and Bosveld , F. C. 2015 . A Year-Long Large-Eddy Simulation of the Weather over Cabauw: An Overview . Mon. Wea. Rev. 143 , 828 – 844 . 10.1175/MWR-D-14-00293.1
Open DOI Search in Google Scholar Back to article
Schär , C. , Leuenberger , D. , Fuhrer , O. , Lüthi , D. and Girard , C. 2002 . A new terrain-following vertical coordinate formulation for atmospheric prediction models . Mon. Wea. Rev. 130 , 2459 – 2480 .
Search in Google Scholar Back to article
Schlemmer , L. , Hohenegger , C. , Schmidli , J. , Bretherton , C. S. and Schär , C. 2011 . An Idealized Cloud-Resolving Framework for the Study of Midlatitude Diurnal Convection over Land . J. Atmos. Sci. 68 , 1041 – 1057 . 10.1175/2010JAS3640.1
Open DOI Search in Google Scholar Back to article
Schlemmer , L. and Hohenegger , C. 2014 . The Formation of Wider and Deeper Clouds as a Result of Cold-Pool Dynamics . J. Atmos. Sci. 71 , 2842 – 2858 . 10.1175/JAS-D-13-0170.1
Open DOI Search in Google Scholar Back to article
Schmidt , H. and Schumann , U. 1989 . Coherent structure of the convective boundary layer derived from large-eddy simulations . J. Fluid Mech. 200 , 511 – 562 . 10.1017/S0022112089000753
Open DOI Search in Google Scholar Back to article
Schröter , M. , Raasch , S. and Jansen , H. 2005 . Cell broadening revisited: Results from high-resolution large-eddy simulations of cold air outbreaks . J. Atmos. Sci. 62 , 2023 – 2032 .
Search in Google Scholar Back to article
Schumann , U. and Sweet , R. 1988 . Fast Fourier transforms for direct solution of poisson's equation with staggered boundary conditions . J. Comput. Phys. 75 , 123 – 137 . 10.1016/0021-9991(88)90102-7
Open DOI Search in Google Scholar Back to article
Seifert , A. and Beheng , K. D. 2006 . A two-moment cloud microphysics parameterization for mixed-phase clouds. Part 1: Model description . Meteorol. Atmos. Phys. 92 , 45 – 66 . 10.1007/s00703-005-0112-4
Open DOI Search in Google Scholar Back to article
Seifert , A. and Heus , T. 2013 . Large-eddy simulation of organized precipitating trade wind cumulus clouds . Atmos. Chem. Phys. 13 , 5631 – 5645 .
Search in Google Scholar Back to article
Sessions , S. L. , Sugaya , S. , Raymond , D. J. and Sobel , A. H. 2010 . Multiple equilibria in a cloud-resolving model using the weak temperature gradient approximation . J. Geophys. Res. 115 , D12110 .
Search in Google Scholar Back to article
Seity , Y. , Brousseau , P. , Malardel , S. , Hello , G. , Bénard , P. , Bouttier , F. and co-authors. 2011 . The AROME-France convective-scale operational model . Mon. Wea. Rev. 139 , 976 – 991 . 10.1175/2010MWR3425.1
Open DOI Search in Google Scholar Back to article
Siebesma , A. P. and Holtslag , A. A. M. 1996 . Model impacts of entrainment and detrainment rates in shallow cumulus convection . J. Atmos. Sci. 53 , 2354 – 2364 . 10.1175/1520-0469(1996)053<;2354:MIOEAD>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Siebesma , A. P. , Bretherton , C. S. , Brown , A. , Chlond , A. , Cuxart , J. and co-authors. 2003 . A large eddy simulation intercomparison study of shallow cumulus convection . J. Atmos. Sci. 60 , 1201 – 1219 . 10.1175/1520-0469(2003)60<;1201:ALESIS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Siebesma , A. P. , Soares , P. M. M. and Teixeira , J. 2007 . A combined eddy-diffusivity mass-flux approach for the convective boundary layer . J. Atmos. Sci. 64 , 1230 – 1248 . 10.1175/JAS3888.1
Open DOI Search in Google Scholar Back to article
Simpson , J. and Wiggert , V. 1969 . Models of precipitating cumulus towers . Mon. Wea. Rev. 97 , 471 – 489 . 10.1175/1520-0493(1969)097<;0471:MOPCT>2.3.CO;2
Open DOI Search in Google Scholar Back to article
Singh , M. S. and O’Gorman , P. A. 2014 . Influence of microphysics on the scaling of precipitation extremes with temperature . Geophys. Res. Lett. 41 , 6037 – 6044 . 10.1002/2014GL061222
Open DOI Search in Google Scholar Back to article
Singleton , A. and Toumi , R. 2013 . Super-Clausius–Clapeyron scaling of rainfall in a model squall line . Q.J.R Meteorol. Soc . 139 , 334 – 339 .
Search in Google Scholar Back to article
Skamarock , W. C. , Klemp , J. B. , Duda , M. G. , Fowler , L. D. , Park , S. H. and co-authors. 2012 . A multiscale nonhydrostatic atmospheric model using centroidal voronoi tesselations and C-grid staggering . Mon. Wea. Rev. 140 , 3090 – 3105 . 10.1175/MWR-D-11-00215.1
Open DOI Search in Google Scholar Back to article
Slingo , A. 1989 . A GCM parameterization for the shortwave radiative properties of water clouds . J. Atmos. Sci. 46 , 1419 – 1427 . 10.1175/1520-0469(1989)046<;1419:AGPFTS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Smagorinsky , J. 1963 . General circulation experiments with the primitive equations. I. The basic experiment . Mon. Wea. Rev. 91 , 99 – 164 . 10.1175/1520-0493(1963)091<;0099:GCEWTP>2.3.CO;2
Open DOI Search in Google Scholar Back to article
Smolarkiewicz , P. K. and Grabowski , W. W. 1990 . The multidimensional positive definite advection transport algorithm: nonoscillatory option . J. Comput. Phys. 86 , 355 – 375 .
Search in Google Scholar Back to article
Sobel , A. H. and Bretherton , C. S. 2000 . Modeling tropical precipitation in a single column . J. Climate 13 , 4378 – 4392 . 10.1175/1520-0442(2000)013<;4378:MTPIAS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Sommeria , G. 1976 . Three-dimensional simulation of turbulent processes in an undisturbed trade wind boundary layer . J. Atmos. Sci. 33 , 216 – 241 . 10.1175/1520-0469(1976)033<;0216:TDSOTP>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Sommeria , G. and Deardorff , J. W. 1977 . Subgrid-scale condensation in models of nonprecipitating clouds . J. Atmos. Sci. 34 , 344 – 355 . 10.1175/1520-0469(1977)034<;0344:SSCIMO>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Sommeria , G. and LeMone , M. A. 1978 . Direct testing of a three-dimensional model of the planetary boundary layer against experimental data . J. Atmos. Sci. 35 , 25 – 39 . 10.1175/1520-0469(1978)035<;0025:DTOATD>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Stephens , G. 1978 . Radiation profiles in extended water clouds. II: Parameterization schemes . J. Atmos. Sci. 35 , 2123 – 2132 . 10.1175/1520-0469(1978)035<;2123:RPIEWC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Stevens , B. , Ackerman , A. S. , Albrecht , B. A. , Brown , A. R. , Chlond , A. and co-authors. 2001 . Simulations of trade wind cumuli under a strong inversion . J. Atmos. Sci. 58 , 1870 – 1891 . 10.1175/1520-0469(2001)058<;1870:SOTWCU>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Stevens , B. and Lenschow , D. H. 2001 . Observations, experiments, and large eddy simulation . Bull. Amer. Meteorol. Soc. 82 , 283 – 294 . 10.1175/1520-0477(2001)082<;0283:OEALES>2.3.CO;2
Open DOI Search in Google Scholar Back to article
Stevens , B. , Moeng , C.-H. and Sullivan , P. P. 1999 . Large-eddy simulations of radiatively driven convection: sensitivities to the representation of small scales . J. Atmos. Sci. 56 , 3963 – 3984 . 10.1175/1520-0469(1999)056<;3963:LESORD>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Stevens , B. , Moeng , C.-H. , Ackerman , A. S. , Bretherton , C. S. , Chlond , A. and co-authors. 2005 . Evaluation of large-eddy simulations via observations of nocturnal marine stratocumulus . Mon. Wea. Rev. 133 , 1443 – 1462 . 10.1175/MWR2930.1
Open DOI Search in Google Scholar Back to article
Stevens , B. and Seifert , A. 2008 . Understanding macrophysical outcomes of microphysical choices in simulations of shallow cumulus convection . J. Meteorol. Soc. Japan 86A , 143 – 162 . 10.2151/jmsj.86A.143
Open DOI Search in Google Scholar Back to article
Sui , C. H. , Lau , K. M. , Tao , W. K. and Simpson , J. 1994 . The tropical water and energy cycles in a cumulus ensemble model. Part I: equilibrium climate . J. Atmos. Sci. 51 , 711 – 728 . 10.1175/1520-0469(1994)051<;0711:TTWAEC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Sullivan , P. P. , McWilliams , J. C. and Patton , E. G. 2014 . Large-eddy simulation of marine atmospheric boundary layers above a spectrum of moving waves . J. Atmos. Sci. 71 , 4001 – 4027 . 10.1175/JAS-D-14-0095.1
Open DOI Search in Google Scholar Back to article
Sullivan , P. P. and Patton , E. G. 2011 . The effect of mesh resolution on convective boundary layer statistics and structures generated by large-eddy simulation . J. Atmos. Sci. 68 , 2395 – 2415 . 10.1175/JAS-D-10-05010.1
Open DOI Search in Google Scholar Back to article
Sun , Z. and Shine , K. P. 1995 . Parameterization of ice cloud radiative properties and its application to the potential climatic importance of mixed-phase clouds . J. Climate 8 , 1874 – 1888 . 10.1175/1520-0442(1995)008<;1874:POICRP>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Takemi , T. and Rotunno , R. 2003 . The effects of subgrid model mixing and numerical filtering in simulations of mesoscale cloud systems . Mon. Wea. Rev. 131 , 2085 – 2101 . 10.1175/1520-0493(2003)131<;2085:TEOSMM>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Takemi , T. and Rotunno , R. 2005 . Corrigendum Mon. Wea. Rev. 133 , 339 – 341 . 10.1175/MWR-2847.1
Open DOI Search in Google Scholar Back to article
Takemi , T. 2005 . Explicit simulations of convective-scale transport of mineral dust in severe convective weather . J. Meteorol. Soc. Japan. 83A , 187 – 203 . 10.2151/jmsj.83A.187
Open DOI Search in Google Scholar Back to article
Tao , W.-K. and Soong , S.-T. 1986 . A study of the response of deep tropical clouds to mesoscale processes: three-dimensional numerical experiments . J. Atmos. Sci. 43 , 2653 – 2676 . 10.1175/1520-0469(1986)043<;2653:ASOTRO>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Tao , W. K. , Simpson , J. and McCumber , M. 1989 . An ice-water saturation adjustment . Mon. Wea. Rev. 117 , 231 – 235 . 10.1175/1520-0493(1989)117<;0231:AIWSA>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Tao , W.-K. , Simpson , J. , Sui , C.-H. , Shie , C.-L. , Zhou , B. and co-authors. 1999 . Equilibrium states simulated by cloud-resolving models . J. Atmos. Sci. 56 , 3128 – 3139 . 10.1175/1520-0469(1999)056<;3128:ESSBCR>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Taylor , C. M. , Belušić , D. , Guichard , F. , Parker , D. J. , Vischel , T. and co-authors. 2017 . Frequency of extreme Sahelian storms tripled since 1982 in satellite observations . Nature 544 , 475 – 478 . 10.1038/nature22069
Open DOI Search in Google Scholar Back to article
Thayer-Calder , K. and Randall , D. A. 2009 . The role of convective moistening in the Madden–Julian oscillation . J. Atmos. Sci. 66 , 3297 – 3312 . 10.1175/2009JAS3081.1
Open DOI Search in Google Scholar Back to article
Tiedtke , M. 1989 . A comprehensive mass flux scheme for cumulus parameterization in large-scale models . Mon. Wea. Rev. 117 , 1779 – 1800 . 10.1175/1520-0493(1989)117<;1779:ACMFSF>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Tomita , H. , Miura , H. , Iga , S. , Nasuno , T. and Satoh , M. 2005 . A global cloud-resolving simulation: Preliminary results from an aqua planet experiment . Geophys. Res. Lett. 32 ( 8 ), L08805 .
Search in Google Scholar Back to article
Tompkins , A. M. and Craig , G. C. 1998 . Radiative-convective equilibrium in a three-dimensional cloud ensemble model . Q.J.R. Meteorol. Soc. 124 , 2073 – 2097 .
Search in Google Scholar Back to article
Tompkins , A. M. 2000 . The impact of dimensionality on long-term cloud-resolving model simulations . Mon. Wea. Rev. 128 , 1521 – 1535 . 10.1175/1520-0493(2000)128<;1521:TIODOL>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Tompkins , A. M. 2001 . Organization of tropical convection in low vertical wind shears: the role of cold pools . J. Atmos. Sci. 58 , 1650 – 1672 . 10.1175/1520-0469(2001)058<;1650:OOTCIL>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Tompkins , A. M. and Semie , A. G. 2017 . Organization of tropical convection in low vertical wind shears: role of updraft entrainment . J. Adv. Model. Earth Syst. 9 , 1046 – 1068 .
Search in Google Scholar Back to article
Torri , G. , Kuang , Z. and Tian , Y. 2015 . Mechanisms for convection triggering by cold pools . Geophys. Res. Lett. 42 , 1943 – 1950 . 10.1002/2015GL063227
Open DOI Search in Google Scholar Back to article
Trapp , R. J. 2013 . Mesoscale-Convective Processes in the Atmosphere . Cambridge University Press , New York, NY . 10.1017/CBO9781139047241
Open DOI Search in Google Scholar Back to article
Trier , S. B. , Chen , F. and Manning , K. W. 2004 . A study of convection initiation in a mesoscale model using high-resolution land surface initial conditions . Mon. Wea. Rev. 132 , 2954 – 2976 . 10.1175/MWR2839.1
Open DOI Search in Google Scholar Back to article
Troen , I. W. and Mahrt , L. 1986 . A simple model of the atmospheric boundary layer; sensitivity to surface evaporation . Bound-Layer Meteorol. 37 , 129 – 148 . 10.1007/BF00122760
Open DOI Search in Google Scholar Back to article
Ulbrich , C. W. 1983 . Natural variations in the analytical form of the raindrop size distribution . J. Climate Appl. Meteorol. 22 , 1764 – 1775 . 10.1175/1520-0450(1983)022<;1764:NVITAF>2.0.CO;2
Open DOI Search in Google Scholar Back to article
van Zanten , M. C. , Stevens , B. , Nuijens , L. , Siebesma , A. P. , Ackerman , A. S. and co-authors. 2011 . Controls on precipitation and cloudiness in simulations of trade-wind cumulus as observed during RICO . J. Adv. Model. Earth Syst. 3 , M06001 .
Search in Google Scholar Back to article
Vial , J. , Dufresne , J. L. and Bony , S. 2013 . On the interpretation of inter-model spread in CMIP5 climate sensitivity estimates . Clim. Dyn. 41 , 3339 – 3362 . 10.1007/s00382-013-1725-9
Open DOI Search in Google Scholar Back to article
Vinkovic , I. , Aguirre , C. , Ayrault , M. and Simoëns , S. 2006 . Large-eddy simulation of the dispersion of solid particles in a turbulent boundary layer . Bound-Layer Meteorol. 121 , 283 – 311 . 10.1007/s10546-006-9072-6
Open DOI Search in Google Scholar Back to article
Vogel , R. , Nuijens , L. and Stevens , B. 2016 . The role of precipitation and spatial organization in the response of trade-wind clouds to warming . J. Adv. Model. Earth Syst. 8 , 843 – 862 .
Search in Google Scholar Back to article
Wang , H. and Feingold , G. 2009 . Modeling mesoscale cellular structures and drizzle in marine stratocumulus. Part I: impact of drizzle on the formation and evolution of open cells . J. Atmos. Sci. 66 , 3237 – 3256 . 10.1175/2009JAS3022.1
Open DOI Search in Google Scholar Back to article
Wang , Y. , Zhang , G. J. and Craig , G. C. 2016 . Stochastic convective parameterization improving the simulation of tropical precipitation variability in the NCAR CAM5 . Geophys. Res. Lett. 43 , 6612 – 6619 . 10.1002/2016GL069818
Open DOI Search in Google Scholar Back to article
Wapler , K. and Mayer , B. 2008 . A fast three-dimensional approximation for the calculation of surface irradiance in large-eddy simulation models . J. Appl. Meteorol. Climatol. 47 , 3061 – 3071 . 10.1175/2008JAMC1842.1
Open DOI Search in Google Scholar Back to article
Warner , J. 1970 . On steady-state one-dimensional models of cumulus convection . J. Atmos. Sci. 27 , 1035 – 1040 . 10.1175/1520-0469(1970)027<;1035:OSSODM>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Warner , T. T. 2010 . Numerical weather and climate prediction . Cambridge University Press , Cambridge .
Search in Google Scholar Back to article
Weckwerth , T. M. , Wilson , J. W. and Wakimoto , R. M. 1996 . Thermodynamic variability within the convective boundary layer due to horizontal convective rolls . Mon. Wea. Rev. 124 , 769 – 784 . 10.1175/1520-0493(1996)124<;0769:TVWTCB>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Weckwerth , T. M. , Horst , T. W. and Wilson , J. W. 1999 . An observational study of the evolution of horizontal convective rolls . Mon. Wea. Rev. 127 , 2160 – 2179 . 10.1175/1520-0493(1999)127<;2160:AOSOTE>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Weisman , M. L. , Skamarock , W. C. and Klemp , J. B. 1997 . The resolution dependence of explicitly modeled convective systems . Mon. Wea. Rev. 125 , 527 – 548 . 10.1175/1520-0493(1997)125<;0527:TRDOEM>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Westra , S. , Fowler , H. J. , Evans , J. P. , Alexander , L. V. and Berg , P. and co-authors. 2014 . Future changes to the intensity and frequency of short-duration extreme rainfall . Rev. Geophys. 52 , 522 – 555 . 10.1002/2014RG000464
Open DOI Search in Google Scholar Back to article
Wicker , L. J. and Skamarock , W. C. 2002 . Time-splitting methods for elastic models using forward time schemes . Mon. Wea. Rev. 130 , 2088 – 2097 . 10.1175/1520-0493(2002)130<;2088:TSMFEM>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Wilhelmson , R. B. and Klemp , J. B. 1981 . A three-dimensional numerical simulation of splitting severe storms on 3 April 1964 . J. Atmos. Sci. 38 , 1581 – 1600 . 10.1175/1520-0469(1981)038<;1581:ATDNSO>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Wyngaard , J. C. 2004 . Changing the face of small-scale meteorology . In: Atmospheric Turbulence and Mesoscale Meteorology . (eds. E. Fedorovich , R. Rotunno and B. Stevens ). Cambridge University Press , Cambridge , pp. 17 – 34 . 10.1017/CBO9780511735035
Open DOI Search in Google Scholar Back to article
Wyngaard , J. C. 2010 . Turbulence in the Atmosphere Cambridge University Press , Cambridge . 10.1017/CBO9780511840524
Open DOI Search in Google Scholar Back to article
Wood , R. 2012 . Stratocumulus clouds . Mon. Wea. Rev. 140 , 2373 – 2423 . 10.1175/MWR-D-11-00121.1
Open DOI Search in Google Scholar Back to article
Wood , R. and Hartmann , D. L. 2006 . Spatial variability of liquid water path in marine low cloud: the importance of mesoscale cellular convection . J. Climate. 19 , 1748 – 1764 . 10.1175/JCLI3702.1
Open DOI Search in Google Scholar Back to article
Wu , X. , Grabowski , W. W. and Moncrieff , M. W. 1998 . Long-term behavior of cloud systems in TOGA COARE and their interactions with radiative and surface processes. Part I: two-dimensional modeling study . J. Atmos. Sci. 55 , 2693 – 2714 . 10.1175/1520-0469(1998)055<;2693:LTBOCS>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Wyant , M. C. , Bretherton , C. S. , Rand , H. A. and Stevens , D. E. 1997 . Numerical simulations and a conceptual model of the stratocumulus to trade cumulus transition . J. Atmos. Sci. 54 , 168 – 192 . 10.1175/1520-0469(1997)054<;0168:NSAACM>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Xu , K. M. , Arakawa , A. and Krueger , S. K. 1992 . The macroscopic behavior of cumulus ensembles simulated by a cumulus ensemble model . J. Atmos. Sci. 49 , 2402 – 2420 . 10.1175/1520-0469(1992)049<;2402:TMBOCE>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Xu , K. 1994 . A statistical analysis of the dependency of closure assumptions in cumulus parameterization on the horizontal resolution . J. Atmos. Sci. 51 , 3674 – 3691 . 10.1175/1520-0469(1994)051<;3674:ASAOTD>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Xu , K. M. 1995 . Partitioning mass, heat, and moisture budgets of explicitly simulated cumulus ensembles into convective and stratiform components . J. Atmos. Sci. 52 , 551 – 573 . 10.1175/1520-0469(1995)052<;0551:PMHAMB>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Xu , K. M. and Randall , D. A. 1996 . Explicit simulation of cumulus ensembles with the GATE Phase III data: comparison with observations . J. Atmos. Sci. 53 , 3710 – 3736 . 10.1175/1520-0469(1996)053<;3710:ESOCEW>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Xu , K. M. and Randall , D. A. 1999 . A sensitivity study of radiative–convective equilibrium in the tropicswith a convection-resolving model . J. Atmos. Sci. 56 , 3385 – 3400 . 10.1175/1520-0469(1999)056<;3385:ASSORC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Xu , K.-M. , Cederwall , R. T. , Donner , L. J. , Grabowski , W. W. , Guichard , F. and co-authors. 2002 . An intercomparison of cloud-resolving models with the ARM summer 1997 IOP data . Q.J.R. Meteorol. Soc. 128 , 593 – 624 .
Search in Google Scholar Back to article
Xue , H. , Feingold , G. and Stevens , B. 2008 . Aerosol effects on clouds, precipitation, and the organization of shallow cumulus convection . J. Atmos. Sci. 65 , 392 – 406 . 10.1175/2007JAS2428.1
Open DOI Search in Google Scholar Back to article
Yano , J. I. , Guichard , F. , Lafore , J. P. , Redelsperger , J. L. and Bechtold , P. 2004 . Estimations of mass fluxes for cumulus parameterizations from high-resolution spatial data . J. Atmos. Sci. 61 , 829 – 842 . 10.1175/1520-0469(2004)061<;0829:EOMFFC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Yano , J.-I. , Bister , M. , Fuchs , Ž. , Gerard , L. , Phillips , V. T. and co-authors. 2013 . Phenomenology of convection-parameterization closure . Atmos. Chem. Phys. 13 , 4111 – 4131 . 10.5194/acp-13-4111-2013
Open DOI Search in Google Scholar Back to article
Yau , M. K. 1979 . Perturbation pressure and cumulus convection . J. Atmos. Sci. 36 , 690 – 694 . 10.1175/1520-0469(1979)036<;0690:PPACC>2.0.CO;2
Open DOI Search in Google Scholar Back to article
Yeo , K. and Romps , D. M. 2013 . Measurement of convective entrainment using lagrangian particles . J. Atmos. Sci. 70 , 266 – 277 . 10.1175/JAS-D-12-0144.1
Open DOI Search in Google Scholar Back to article
Zhang , C. 2005 . Madden-Julian oscillation . Rev. Geophys. 43 , RG2003 .
Search in Google Scholar Back to article
Zhang , M. , Bretherton , C. S. , Blossey , P. N. , Austin , P. H. and Bacmeister , J. T. 2013 . CGILS: Results from the first phase of an international project to understand the physical mechanisms of low cloud feedbacks in single column models . J. Adv. Model. Earth Syst. 5 , 826 – 842 .
Search in Google Scholar Back to article
Zhao , M. and Austin , P. H. 2005 . Life cycle of numerically simulated shallow cumulus clouds. Part II: mixing dynamics . J. Atmos. Sci. 62 , 1291 – 1310 . 10.1175/JAS3415.1
Open DOI Search in Google Scholar Back to article
Zhu , P. , Albrecht , B. A. , Ghate , V. P. and Zhu , Z. 2010 . Multiple-scale simulations of stratocumulus clouds . J. Geophys. Res. 115 , D23201 . 10.1029/2010JD014400
Open DOI Search in Google Scholar Back to article
Zuidema , P. , Li , Z. , Hill , R. J. , Bariteau , L. , Rilling , B. and co-authors. 2012 . On trade wind cumulus cold pools . J. Atmos. Sci. 69 , 258 – 280 . 10.1175/JAS-D-11-0143.1
Open DOI Search in Google Scholar Back to article

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DOI: https://doi.org/10.1080/16000870.2017.1373578 | Journal eISSN: 3035-9554

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Language: English

Page range: 1373578 - 1373578

Submitted on: Jan 10, 2017

Accepted on: Aug 2, 2017

Published on: Jan 1, 2017

Published by: Stockholm University Press

In partnership with: Paradigm Publishing Services

Keywords:

atmospheric convection,

clouds,

numerical modelling,

convection-permitting simulation,

large-eddy simulation,

© 2017 Françoise Guichard, Fleur Couvreux, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.

Volume 69 (2017): Issue 1