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Identifying sensitivities for cirrus modelling using a two-moment two-mode bulk microphysics scheme Cover

Identifying sensitivities for cirrus modelling using a two-moment two-mode bulk microphysics scheme

Open Access
|Jan 2015

References

  1. Andrejczuk M. , Grabowski W. W. , Malinowski S. P. , Smolarkiewicz P . Numerical simulation of cloud–clear air interfacial mixing: homogeneous versus inhomogeneous mixing . J. Atmos. Sci . 2009 ; 66 : 2493 2500 . DOI: 10.1175/2009JAS2956.1 .
  2. Baldauf M. , Seifert A. , Förstner J. , Majewski D. , Raschendorfer M. , co-authors . Operational convective-scale numerical weather prediction with the COSMO model: description and sensitivities . Mon. Weather Rev . 2011 ; 139 : 3887 3905 . DOI: 10.1175/MWR-D-10-05013.1 .
  3. Barahona D. , Nenes A . Parameterization of cirrus cloud formation in large-scale models: homogeneous nucleation . J. Geophys. Res . 2008 ; 113 ( D11 ): DOI: 10.1029/2007JD009355 D11211 .
  4. Barahona D. , Nenes A . Parameterizing the competition between homogeneous and heterogeneous freezing in cirrus cloud formation-monodisperse ice nuclei . Atmos. Chem. Phys . 2009 ; 9 : 369 381 . DOI: 10.5194/acp-9-369-2009 .
  5. Baumgardner D. , Avallone L. , Bansemer A. , Borrmann S. , Brown P. , co-authors . In situ, airborne instrumentation-addressing and solving measurement problems in ice clouds . Bull. Am. Meteorol. Soc . 2012 ; 93 : 29 E34 . DOI: 10.1175/BAMS-D-11-00123.1 .
  6. Bellouin N. , Quaas J. , Morcette J.-J. , Boucher O . Estimates of aerosol radiative forcing from the MACC re-analysis . Atmos. Chem. Phys . 2013 ; 13 : 2045 2062 . DOI: 10.5194/acp-13-2045-2013 .
  7. Boucher O. , Randall D. , Artaxo P. , Bretherton C. , Feingold G. , co-authors . Stocker T.F. , Qin D. , Plattner G.- K. , Tignor M. , Allen S.K . Clouds and Aerosols . Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change . 2013 ; Cambridge, UK, NY, USA : Cambridge University Press . 571 658 . DOI: 10.1017/CBO9781107415324.016. .
  8. Burkhardt U. , Kärcher B . Global radiative forcing from contrail cirrus . Nat. Clim. Change . 2011 ; 1 : 54 58 . DOI: 10.1038/NCLIMATE1068 .
  9. Cohard J. M. , Pinty J. P . A comprehensive two-moment warm microphysical bulk scheme. I: description and tests . Q. J. Roy. Meteorol. Soc . 2000 ; 126 : 1815 1842 .
  10. Comstock J. M. , Ackermann T. P. , Turner D. D . Evidence of high ice supersaturation in cirrus clouds using ARM Raman lidar measurements . Geophys. Res. Lett . 2004 ; 31 ( 11 ): L11106 . DOI: 10.1029/2004GL019705 .
  11. Czizco D. , Froyd K. , Hoose C. , Jensen E. , Diao M. , co-authors . Clarifying the dominant sources and mechanisms of cirrus cloud formation . Science . 2013 ; 340 : 1320 1324 . DOI: 10.1126/science.1234145 .
  12. DeMott P. J. , Meyers M. P. , Cotton W. R . Parameterization and impact of ice initiation processes relevant to numerical model simulations of cirrus clouds . J. Atmos. Sci . 1994 ; 51 : 77 90 .
  13. DeMott P. J. , Möhler O. , Stetzer O. , Vali G. , Levin Z. , co-authors . Resurgence in ice nuclei measurement research . Bull. Am. Met. Soc . 2011 ; 102 : 1623 1635 . DOI: 10.1175/2011BAMS3119.1 .
  14. DeMott P. J. , Rogers D. C. , Kreidenweis S. M . The susceptibility of ice formation in upper tropospheric clouds to insoluble aerosol components . J. Geophys. Res . 1997 ; 102 ( D16 ): 19575 19584 . DOI: 10.1029/97JD01138 .
  15. Doms G. , Förstner J. , Heise E. , Herzog H.-J. , Raschendorfer M. , co-authors . A Description of the Nonhydrostatic Regional Model LM, Part II: Physical Parameterization . 2007 ; Offenbach, Germany : Deutscher Wetterdienst .
  16. Doms G. , Majewski D. , Müller A. , Ritter B . Recent Changes to the Cloud-Ice Scheme . 2004 . COSMO Newsletter No. 4. Online at: http://www.cosmo-model.org/content/model/documentation/newsLetters/newsLetter04/chp9-8.pdf .
  17. Eidhammer T. , DeMott P. J. , Kreidenweis S. M . A comparison of heterogeneous ice nucleation parameterizations using a parcel model framework . J. Geophys. Res . 2009 ; 114 : 06202 . DOI: 10.1029/2008JD011095 .
  18. Field P. , Hogan R. , Brown P. , Illingworth A. , Choularton T. , co-authors . Parametrization of ice-particle size distributions for mid-latitude stratiform cloud . Q. J. Roy. Meteorol. Soc . 2005 ; 131 : 1997 2017 .
  19. Fletcher N. H . Physics of Rain Clouds . 1962 ; Cambridge, UK : Cambridge University Press .
  20. Fukuta N. , Walter L. A . Kinetics of hydrometeor growth from a vapor-spherical model . J. Atmos. Sci . 1970 ; 27 : 1160 1172 .
  21. Gettelman A. , Liu X. , Ghan S. J. , Morrison H. , Park S. , co-authors . Global simulations of ice nucleation and ice supersaturation with an improved cloud scheme in the Community Atmosphere Model . J. Geophys. Res . 2010 ; 115 : D18216 . DOI: 10.1029/2009JD013797 .
  22. Gierens K. M . On the transition between heterogeneous and homogeneous freezing . Atmos. Chem. Phys . 2003 ; 3 : 437 446 .
  23. Gierens K. M. , Monier M. , Gayet J.-F . The deposition coefficient and its role for cirrus clouds . J. Geophys. Res . 2003 ; 108 : D2 . DOI: 10.1029/2001JD001558 .
  24. Haag W. , Kärcher B . The impact of aerosols and gravity waves on cirrus clouds at midlatitudes . J. Geophys. Res . 2004 ; 109 : D12202 . DOI: 10.1029/2004JD004579 .
  25. Haag W. , Kärcher B. , Schäfer S. , Stetzer O. , Möhler O. , co-authors . Numerical simulations of homogeneous freezing processes in the aerosol chamber AIDA . Atmos. Chem. Phys . 2003 ; 3 : 195 210 .
  26. Harrington J. Y. , Lamb D. , Carver R . Parameterization of surface kinetic effects for bulk microphysical models: influences on simulated cirrus dynamics and structure . J. Geophys. Res . 2009 ; 114 : D06212 . DOI: 10.1029/2008JD011050 .
  27. Heymsfield A. , Baumgardner D. , DeMott P. , Forster P. , Gierens K. , co-authors . Contrail microphysics . Bull. Am. Met. Soc . 2010 ; 91 : 465 472 . DOI: 10.1175/2009BAMS2839.1 .
  28. Heymsfield A. J. , Iaquinta J . Cirrus crystal terminal velocities . J. Atmos. Sci . 2000 ; 57 : 916 938 .
  29. Heymsfield A. J. , Sabin R. M . Cirrus crystal nucleation by homogeneous freezing of solution droplets . J. Atmos. Sci . 1989 ; 46 : 2252 2264 .
  30. Hobbs P. V. , Rangno A. L . Ice particle concentrations in clouds . J. Atmos. Sci . 1985 ; 42 : 2523 2548 .
  31. Hoose C. , Kristjánsson J. E. , Chen J.-P. , Hazra A . A classical-theory-based parameterization of heterogeneous ice nucleation by mineral dust, soot, and biological particles in a global climate model . J. Atmos. Sci . 2010 ; 67 : 2483 2503 .
  32. Howell W. E . The growth of cloud drops in uniformly cooled air . J. Meteorol . 1949 ; 6 : 134 149 .
  33. Hoyle C. , Luo B. , Peter T . The origin of high ice crystal number densities in cirrus clouds . J. Atmos. Sci . 2005 ; 62 ( 7 ): 2568 2579 . DOI: 10.1175/JAS3487.1 .
  34. Jakob C . Lynch D. K. , Sassen K. , Starr D. O. , Stephens G . Ice clouds in numerical weather prediction models-progress, problems and prospects . Cirrus . 2002 ; New York : Oxford University Press . 327 345 .
  35. Jensen E. J. , Pfister L. , Toon O. B . Impact of radiative heating, wind shear, temperature variability, and microphysical processes on the structure and evolution of thin cirrus in the tropical tropopause layer . J. Geophys. Res . 2011 ; 116 DOI: 10.1029/2010JD015417 .
  36. Jensen E. J. , Toon O. B . Ice nucleation in the upper troposphere: sensitivity to aerosol number density, temperature, and cooling rate . Geophys. Res. Lett . 1994 ; 21 : 2019 2022 .
  37. Joos H. , Spichtinger P. , Lohmann U . Orographic cirrus in a future climate . Atmos. Chem. Phys . 2009 ; 9 : 7825 7845 .
  38. Joos H. , Spichtinger P. , Lohmann U. , Gayet J.-F. , Minkin A . Orographic cirrus in the global climate model ECHAM5 . J. Geophys. Res . 2008 ; 113 : D18205 . DOI: 10.1029/2007JD009605 .
  39. Joos H. , Spichtinger P. , Reutter P. , Fusina F . Influence of heterogeneous freezing on the microphysical and radiative properties of orographic cirrus clouds . Atmos. Chem. Phys . 2014 ; 14 : 6835 6852 . DOI: 10.5194/acp-14-6835-2014 .
  40. Kärcher B. , Burkhardt U . A cirrus cloud scheme for general circulation models . Q. J. Roy. Meteorol. Soc . 2008 ; 134 ( 635 ): 1439 1461 . DOI: 10.1175/JAS3447.1 .
  41. Kärcher B. , Hendricks J. , Lohmann U . Physically based parameterization of cirrus cloud formation for use in global atmospheric models . J. Geophys. Res . 2006 ; 111 ( D1 ): 01205 . DOI: 10.1029/2005JD006219 .
  42. Kärcher B. , Lohmann U . A parameterization of cirrus cloud formation: homogeneous freezing of supercooled aerosols . J. Geophys. Res . 2002 ; 107 ( D2 ): 4010 . DOI: 10.1029/2001JD000470 .
  43. Kärcher B. , Lohmann U . A parameterization of cirrus cloud formation: heterogeneous freezing . J. Geophys. Res . 2003 ; 108 ( D14 ): 4402 . DOI: 10.1029/2002JD003220 .
  44. Kay J. E. , Baker M. , Hegg D . Microphysical and dynamical controls on cirrus cloud optical depth distributions . J. Geophys. Res . 2006 ; 111 : D24205 . DOI: 10.1029/2005JD006916 .
  45. Khvorostyanov V . Mesoscale processes of cloud formation, cloud–radiation interaction, and their modelling with explicit cloud microphysics . Atmos. Res . 1995 ; 39 : 1 67 .
  46. Khvorostyanov V. I. , Curry J. A . The theory of ice nucleation by heterogeneous freezing of deliquescent mixed CCN. Part I: critical radius, energy, and nucleation rate . J. Atmos. Sci . 2004 ; 61 : 2676 2691 .
  47. Khvorostyanov V. I. , Curry J. A . Fall velocities of hydrometeors in the atmosphere: refinements to a continuous analytical power law . J. Atmos. Sci . 2005 ; 62 : 4343 4357 .
  48. Khvorostyanov V. I. , Curry J. A . Critical humidities of homogeneous and heterogeneous ice nucleation: inferences from extended classical nucleation theory . J. Geophys. Res . 2009 ; 114 : D04207 . DOI: 10.1029/2008JD011197 .
  49. Khvorostyanov V. , Sassen K . Cirrus cloud simulation using explicit microphysics and radiation. Part II: microphysics, vapor and ice mass budgets, and optical and radiative properties . J. Atmos. Sci . 1998a ; 55 : 1822 1844 .
  50. Khvorostyanov V. , Sassen K . Cirrus cloud simulation using explicit microphysics and radiation. Part I: model description . J. Atmos. Sci . 1998b ; 55 : 1808 1821 .
  51. Khvorostyanov V. I. , Sassen K . Lynch D. K. , Sassen K. , Starr D. O. , Stephens G . Microphysical processes in cirrus and their impact on radiation . Cirrus . 2002 ; New York : Oxford University Press . 397 432 .
  52. Koop T. , Luo B. , Tsias A. , Peter T . Water activity as the determinant for homogeneous ice nucleation in aqueous solutions . Nature . 2000 ; 206 : 611 614 .
  53. Korolev A. , Bailey M. P. , Hallett J. , Isaac G. A . Laboratory and in situ observation of deposition growth of frozen drops . J. Appl. Meteorol . 2003 ; 43 : 612 622 .
  54. Korolev A. , Mazin I . Supersaturation of water vapor in clouds . J. Atmos. Sci . 2003 ; 60 : 2957 2974 .
  55. Krämer M. , Schiller C. , Afchine A. , Bauer R. , Gensch I. , co-authors . Ice supersaturations and cirrus cloud crystal numbers . Atmos. Chem. Phys . 2009 ; 9 ( 11 ): 3505 3522 .
  56. Lin R. F. , Starr D. O. , DeMott P. J. , Cotton R. , Sassen K. , co-authors . Cirrus parcel model comparison project. Phase 1: the critical components to simulate cirrus initiation explicitly . J. Atmos. Sci . 2002 ; 59 : 2305 2329 .
  57. Liou K.-N . Influence of cirrus clouds on weather and climate processes: a global perspective . Mon. Weather. Rev . 1986 ; 114 : 1167 1199 .
  58. Liu X. , Penner J. E . Ice nucleation parameterization for global models . Meteorol. Zeitschr . 2005 ; 14 : 499 514 .
  59. Lohmann U. , Diehl K . Sensitivity studies of the importance of dust ice nuclei for the indirect aerosol effect of stratiform mixed-phase clouds . J. Atmos. Sci . 2006 ; 63 : 968 982 .
  60. Lohmann U. , Feichter J. , Chuang C. C. , Penner J . Prediction of the number of cloud droplets in the ECHAM GCM . J. Geophys. Res . 1999a ; 104 : 9169 9198 .
  61. Lohmann U. , McFarlane N. , Levkov L. , Abdella K. , Albers F . Comparing different cloud schemes of a single column model by using mesoscale forcing and nudging technique . J. Clim . 1999b ; 12 : 438 461 .
  62. Majewski D. , Liermann D. , Prohl P. , Ritter B. , Buchhold M. , co-authors . The operational global icosahedral-hexagonal gridpoint model GME: description and high-resolution tests . J. Atmos. Sci . 2002 ; 139 : 319 338 .
  63. Mannstein H . Climate Protection and Adaption-Results of the klimazwei Research Programme-Umweltgerechte Flugroutenoptimierung . 2008 . Online at: http://www.klimazwei.de/Portals/0/klimazwei-Ergebnisbroschüre.pdf .
  64. Maxwell J. C . The Scientific Papers of James Clerk Maxwell . 1890 ; New York : Cambridge University Press .
  65. Mellor G. L. , Yamada T . A hierarchy of turbulence closure models for planetary boundary layers . J. Atmos. Sci . 1974 ; 31 : 1791 1806 .
  66. Meyers M. P. , DeMott P. J. , Cotton W. R . New primary ice-nucleation parameterizations in an explicit cloud model . J. Appl. Meteorol . 1992 ; 31 : 708 721 .
  67. Minikin A. , Petzold A. , Ström J. , Krejci R. , Seifert M. , co-authors . Aircraft observations of the upper tropospheric fine particle aerosol in the Northern and Southern Hemisphere at midlatitudes . Geophys. Res. Lett . 2003 ; 30 : Nr. 10, 1503 . DOI: 10.1029/2002GL016458 .
  68. Mironov D. V . Hillebrandt W. , Kupka F . Turbulence in the lower troposphere: second-order closure and Mass-Flux modelling frameworks . 2009 ; 161 222 . In Interdisciplinary Aspects of Turbulence .
  69. Mitchell D. L . Use of mass- and area-dimensional power laws for determining precipitation particle terminal velocities . J. Atmos. Sci . 1996 ; 53 : 1710 1723 .
  70. Mitchell D. L. , Heymsfield A. J . Refinements in the treatment of ice particle terminal velocities, highlighting aggregates . J. Atmos. Sci . 2005 ; 62 : 1637 1644 . DOI: 10.1175/JAS3413.1 .
  71. Morrison H. , Curry J. , Khvorostyanov V . A new double-moment microphysics parameterization for application in cloud and climate models. Part I: description . J. Atmos. Sci . 2005a ; 62 ( 6 ): 1665 1677 . DOI: 10.1175/JAS3447.1 .
  72. Morrison H. , Shupe M. D. , Pinto J. O. , Curry J. A . Possible roles of ice nucleation mode and ice nuclei depletion in the extended lifetime of Arctic mixed-phase clouds . Geophys. Res. Lett . 2005b ; 32 ( 18 ): L18801 . DOI: 10.1029/2005GL023614 .
  73. Murphy D. M. , Koop T . Review of ice and supercooled water for atmospheric applications . Q. J. Roy. Meteorol. Soc . 2005 ; 131 : 1539 1565 .
  74. Ovarlez J. , Gayet J.-F. , Gierens K. , Ström J. , Ovarlez H. , co-authors . Water vapor measurements inside cirrus clouds in northern and southern hemispheres during INCA . Geophys. Res. Lett . 2002 ; 29 : 16, Article Nr. 1813 . DOI: 10.1029/2001GL014440 .
  75. Phillips V. , Andronache C. , Christner B. , Morris C. , Sands D. , co-authors . Potential impacts from biological aerosols on ensembles of continental clouds simulated numerically . Biogeosciences . 2009 ; 6 : 987 1014 .
  76. Phillips V. , DeMott P. , Andronache C . An empirical parameterization of heterogeneous ice nucleation for multiple chemical species of aerosol . J. Atmos. Sci . 2008 ; 65 ( 9 ): 2757 2783 . DOI: 10.1175/2007JAS2546.1 .
  77. Phillips V. T. , DeMott P. J. , Andronache C. , Pratt K. A. , Prather K. A. , co-authors . Improvements to an empirical parameterization of heterogeneous ice nucleation and its comparison with observations . J. Atmos. Sci . 2013 ; 70 : 378 409 . DOI: 10.1175/JAS-D-12-080.1 .
  78. Phillips V. T. J. , Pokrovsky A. , Khain A . The influence of time-dependent melting on and precipitation production in maritime and continental storm clouds . J. Atmos. Sci . 2007 ; 64 : 338 359 .
  79. Pruppacher H. R. , Klett J. D . Microphysics of Clouds and Precipitation . 1997 ; Kluwer Academic Publishers, Dordrecht .
  80. Ren C. , MacKenzie A. R . Cirrus parameterization and the role of ice nuclei . Q. J. Roy. Meteorol. Soc . 2005 ; 131 : 1585 1605 . DOI: 10.1256/qj.04.126 .
  81. Sassen K. , Dodd G. C . Homogeneous nucleation rate for highly supercooled cirrus cloud droplets . J. Atmos. Sci . 1988 ; 45 ( 8 ): 1357 1369 .
  82. Schumann U . Lynch D. K. , Sassen K. , Starr D. O. , Stephens G . Contrail cirrus . Cirrus . 2002 ; New York : Oxford University Press . 231 255 .
  83. Seifert A . A Revised Cloud Microphysical Parameterization for COSMO-LME . 2008 . COSMO Newsletter No. 7. Online at: http://www.cosmo-model.org/content/model/documentation/newsLetters/newsLetter07/cnl7-seifert.pdf .
  84. Spichtinger P. , Cziczo D . Impact of heterogeneous ice nuclei on homogeneous freezing events in cirrus clouds . J. Geophys. Res . 2010 ; 115 : D14208 . DOI: 10.1029/2009JD0112168 .
  85. Spichtinger P. , Gierens K . Modelling of cirrus clouds – part 1a: model description and validation . Atmos. Chem. Phys . 2009a ; 9 ( 2 ): 685 706 .
  86. Spichtinger P. , Gierens K . Modelling of cirrus clouds – part 2: competition of different nucleation mechanisms . Atmos. Chem. Phys . 2009b ; 9 : 2319 2334 .
  87. Spichtinger P. , Gierens K. , Wernli H . A case study on the formation and evolution of ice supersaturation in the vicinity of a warm conveyer belt's outflow region . Atmos. Chem. Phys . 2005 ; 5 : 973 987 . DOI: 10.5194/acp-5-973-2005 .
  88. Stevens B . Twelve lectures on cloud physics, winter semester 2010–2011 . Max-Planck-Institut für Meteorologie . 2011 . Online at: http://www.mpimet.mpg.de/fileadmin/staff/stevensbjorn/teaching/skript-5.pdf .
  89. Thompson G. , Rasmussen R. , Manning K . Explicit forecasts of winter precipitation using an improved bulk microphysics scheme. Part I: description and sensitivity analysis . Mon. Weather Rev . 2004 ; 132 : 519 542 .
  90. Tompkins A. , Gierens K. , Rädel G . Ice supersaturation in the ECMWF Integrated Forecast System . Q. J. Roy. Meteorol. Soc . 2007 ; 133 : 53 63 .
  91. Vogel B. , Vogel H. , Bäumer D. , Bangert M. , Lundgren K. , co-authors . The comprehensive model system COSMO-ART-radiative impact of aerosol on the state of the atmosphere on the regional scale . Atmos. Chem. Phys . 2009 ; 9 : 8661 8680 .
  92. Wang M. , Penner J . Cirrus clouds in a global climate model with a statistical cirrus cloud scheme . Atmos. Chem. Phys . 2010 ; 10 : 5449 5474 . DOI: 10.5194/acp-10-5449-2010 .
  93. Yun Y. , Penner J. , Popovicheva O . The effects of hygroscopicity on ice nucleation of fossil fuel combustion aerosols in mixed-phase clouds . Atmos. Chem. Phys . 2013 ; 13 : 4339 4348 . DOI: 10.5194/acp-13-4339-2013 .
Language: English
Page range: 24494 - 24494
Submitted on: Mar 31, 2014
Accepted on: Dec 7, 2014
Published on: Jan 1, 2015
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services

© 2015 Carmen G. Köhler, Axel Seifert, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.