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<article language="en">
	<journal>
		<journal_title>Atmospheric Chemistry and Physics Discussions</journal_title>
		<journal_url>www.atmos-chem-phys-discuss.net</journal_url>
		<issn>1680-7367</issn>
		<eissn>1680-7375</eissn>
		<volume_number>10</volume_number>
		<issue_number>8</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/acpd-10-18467-2010</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/10/18467/2010/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/10/18467/2010/acpd-10-18467-2010.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/10/18467/2010/acpd-10-18467-2010.pdf</fulltext_pdf>
	<start_page>18467</start_page>
	<end_page>18505</end_page>
	<publication_date>2010-08-04</publication_date>
	<article_title content_type="html">Simulation of low clouds in the  Southeast Pacific by the NCEP GFS: sensitivity to vertical mixing</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>R. Sun</name>
			<email>ruiyu.sun@noaa.gov</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>S. Moorthi</name>
		</author>
		<author numeration="3" affiliations="3">
			<name>H. Xiao</name>
		</author>
		<author numeration="4" affiliations="3">
			<name>C.-R. Mechoso</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">UCAR/Environ. Modeling Center/NCEP/NOAA, 5200 Auth Rd., Camp Springs, MD, 20746, USA</affiliation>
		<affiliation numeration="2" content_type="html">Environment Modeling Center/NCEP/NOAA , 5200 Auth Rd., Camp Springs,  MD, 20746, USA</affiliation>
		<affiliation numeration="3" content_type="html">Department of Atmospheric and Oceanic Sciences, University of California, Los Angeles, California, USA</affiliation>
	</affiliations>
	<abstract content_type="html">The NCEP Global Forecast System (GFS) model has an important systematic
error shared by many other models: stratocumuli are missed over the
subtropical eastern oceans. It is shown that this error can be alleviated in
the GFS by introducing a consideration of the low-level inversion and making
two modifications in the model&apos;s representation of vertical mixing. The
modifications consist of (a) the elimination of background vertical
diffusion above the inversion and (b) the incorporation of a stability
parameter based on the cloud-top entrainment instability (CTEI) criterion,
which limits the strength of shallow convective mixing across the inversion.
A control simulation and three experiments are performed in order to examine
both the individual and combined effects of modifications on the generation
of the stratocumulus clouds. Individually, both modifications result in
enhanced cloudiness in the Southeast Pacific (SEP) region, although the
cloudiness is still low compared to the ISCCP climatology. If the
modifications are applied together, however, the total cloudiness produced
in the southeast Pacific has realistic values. This nonlinearity arises as
the effects of both modifications reinforce each other in reducing the
leakage of moisture across the inversion. Increased moisture trapped below
the inversion than in the control run without modifications leads to an
increase in cloud amount and cloud-top radiative cooling. Then a positive
feedback due to enhanced turbulent mixing in the planetary boundary layer by
cloud-top radiative cooling leads to and maintains the stratocumulus cover.
Although the amount of total cloudiness obtained with both modifications has
realistic values, the relative contributions of low, middle, and high layers
tend to differ from the observations. These results demonstrate that it is
possible to simulate realistic marine boundary clouds in large-scale models
by implementing direct and physically based improvements in the model
parameterizations.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Alpert, J. C.: Subgrid-scale mountain blocking at NCEP, Proc. of 20th conf. on Weather and Forecasting, Seatle, WA, 2004. </reference>
		<reference numeration="2" content_type="text"> Bony, S. and Dufresre, J.-L.: Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models, Geophys. Res. Lett., 32, L20806, doi:10.1029/2005GL023851, 2005. </reference>
		<reference numeration="3" content_type="text"> Bretherton, C. S. and Wyant, M. C.: Moisture transport, lower-tropospheric stability, and decoupling of cloud-topped boundary layers, J. Atmos. Sci., 54, 148–167, 1997. </reference>
		<reference numeration="4" content_type="text"> Chang, F. and Li, Z.: A near-global climatology of single-layer and overlapped clouds and their optical properties retrieved from Terra/MODIS data using a new algorithm, J. Climate, 18, 4752–4771, 2005. </reference>
		<reference numeration="5" content_type="text"> Chou, M. D., Suarez, M. J., Ho, C. H., Yan, M. M. H., and Lee, K. T.: Parameterizations of cloud overlapping and shortwave single scattering properties for use in general circulation and cloud ensemble models, J. Climate, 11, 202–214, 1998. </reference>
		<reference numeration="6" content_type="text"> Deardorff, J. W.: Cloud top entrainment instability, J. Atmos. Sci., 37, 131–147, 1980. </reference>
		<reference numeration="7" content_type="text"> Hannay, C., Williamson, D. L., Hack, J. J., Kiehl, J. T., Olson, J. G., Klein, S. A., Bretherton, C. S., and Köhler, M.: Evaluation of Forecasted Southeast Pacific Stratocumulus in the NCAR, GFDL, and ECMWF Models, J. Climate, 22, 2871–2889, 2009. </reference>
		<reference numeration="8" content_type="text"> de Szoeke, S. P., Wang, Y., Xie, S.-P., and Miyama, T.: Effect of shallow cumulus convection on the eastern Pacific climate in a coupled model, Geophys. Res. Lett., 33, L17713, doi:10.1029/2006GL026715, 2006. </reference>
		<reference numeration="9" content_type="text"> Ek, M. B., Mitchell, K. E., Lin, Y., Rogers, E., Grummann, P., Koren, V., Gayno, G., and Tarplay, J. D.: Implementation of the Noah land-use model advances in the NCEP operational mesoscale Eta model, J. Geophys. Res., 108, 8851, doi:10.1029/2002JD003296, 2003. </reference>
		<reference numeration="10" content_type="text"> Garreaud, R. and Munoz, R.: The low-level jet off the subtropical west coast of South America: Structure and variablility, Mon. Weather Rev., 133, 2246–2261, 2005. </reference>
		<reference numeration="11" content_type="text"> Gordon, C. T., Rosati, A., and Gudgel, R. : Tropical sensitivity of a coupled model to specificed ISCCP low clouds, J. Climate, 13, 2239–2260, 2000. </reference>
		<reference numeration="12" content_type="text"> Hong, S.-Y. and Pan, H.-L.: Nonlocal boundary layer vertical diffusion in a medium range forecast model, Mon. Weather Rev., 124, 2322–2339, 1996. </reference>
		<reference numeration="13" content_type="text"> Hong, S.-Y. and H.-L. Pan: Convective Trigger Function for a Mass-Flux Cumulus Parameterization Scheme, Mon. Weather Rev., 126, 2599–2620, 1998. </reference>
		<reference numeration="14" content_type="text"> Hou, Y.-T., Campana, K. A., and Yang, S. K.: Shortwave radiation calculations in the NCEP&apos;s global model, Int. Radiation Symposium, IRS-96, 19–24~August, Fairbanks, AL, 1996. </reference>
		<reference numeration="15" content_type="text"> Hou, Y., Moorthi, S., and Campana, K.: Parameterization of solar radiation transfer in the NCEP models, NCEP Office Note, 441, http://www.emc.ncep.noaa.gov/officenotes/FullTOC.html#2000., 2002. </reference>
		<reference numeration="16" content_type="text"> Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., et al.: The NCEP/NCAR 40-year Reanalysis Project, B. Am. Meteorol. Soc., 77, 1057–1072, 1996. </reference>
		<reference numeration="17" content_type="text"> Klein, S. A. and Hartmann, D. L.: The seasonal cycle of low stratiform clouds, J. Climate, 6, 1587–1606, 1993. </reference>
		<reference numeration="18" content_type="text"> Kollias, P., Fairall, C. W., Zuidema, P., Tomlinson, J., and Wick, G. A.: Observations of marine stratocumulus in SE Pacific during the PACS 2003 cruise, Geophys. Res. Lett., 31, L22110, doi:10.1029/2004GL020751, 2004. </reference>
		<reference numeration="19" content_type="text"> Kuo, H. and Schubert, W. H.: Stability of cloud-topped boundary layers, Q. J. Roy. Meteor. Soc., 114, 887–917, 1988. </reference>
		<reference numeration="20" content_type="text"> Lock, A. P.: Factors influencing cloud area at the capping inversion for shallow cumulus clouds, Q. J. Roy. Meteor. Soc., 135, 941–952, 2009. </reference>
		<reference numeration="21" content_type="text"> Lilly, D. K.: Entrainment into mixed layers – Part III: A new closure, J. Atmos. Sci., 5, 3353–3361, 2002. </reference>
		<reference numeration="22" content_type="text"> Lott, F. and Miller, M. J.: A new subgrid-scale orographic drag parameterization: Its performance and testing, Q. J. Roy. Meteor. Soc., 123, 101–127, 1997. </reference>
		<reference numeration="23" content_type="text"> Ma, C.-C., Mechoso, C. R., Robertson, A. W., and Arakawa, A.: Peruvian stratus clouds and the tropical Pacific circulation: A coupled ocean-atmosphere GCM study, J. Climate, 9, 1635–1645, 1996. </reference>
		<reference numeration="24" content_type="text"> MacVean, M. K. and Mason, P. J.: Cloud-top entrainment instability through small-scale mixing and its parmeterization in numerical models, J. Atmos. Sci., 47, 1012–1030, 1990. </reference>
		<reference numeration="25" content_type="text"> Mechoso, C. R., Robertson, A. W., Barth, N., Davey, M. K., et al.: The seasonal cycle over the tropical Pacific in coupled ocean-atmosphere general circulation models, Mon. Weather. Rev., 123, 2825–2838, 1995. </reference>
		<reference numeration="26" content_type="text"> Mlawer, E. J., Taubman, S. J., Brown, P. D., Iacono, M. J., and Clough, S. A.: Radiative transfer for inhomogeneous atmosphere: RRTM, a validated correlated-K model for the longwave, J. Geophys. Res., 102(D14), 1663–16682, 1997. </reference>
		<reference numeration="27" content_type="text"> Moeng, C.-H.: Entrainment rate, cloud fraction and liquid water path of PBL stratocumulus clouds, J. Atmos. Sci., 57, 3627–3643, 2000. </reference>
		<reference numeration="28" content_type="text"> Moorthi, S. and Suarez, M. J.: Relaxed Arakawa-Schubert: A Parameterization of Moist Convection for General Circulation Models, Mon. Weather Rev., 120, 978–1002, 1992. </reference>
		<reference numeration="29" content_type="text"> Moorthi, S. and Saurez, M. J.: Documentation of version 2 of Relaxed Arakawa-Schubert cumulus parameterization with convective downdrafts, NOAA Tech. Report, NWS/NCEP 99-01, 44 pp., 1999. </reference>
		<reference numeration="30" content_type="text"> Moorthi, S., Pan, H. L., and Caplan, P.: Changes to the 2001 NCEP operational MRF/AVN global analysis/forecast system, NWS Technical Procedures Bulletin, 484, 14 pp., available at: http://www.nws.noaa.gov/om/tpb/484.htm, 2001. </reference>
		<reference numeration="31" content_type="text"> Moorthi, S., Sun, R., Xiao, H., and Mechoso, C. R.: Southeast Pacific low-cloud simulation in the NCEP GFS: role of vertical mixing and shallow convection, NCEP Office Note, 463, 1–28, 2009. </reference>
		<reference numeration="32" content_type="text"> Nicholls, S. K. and Turton, J. D.: An observational study of the structure of stratiform cloud streets – Part II: Entrainment, Q. J. Roy. Meteor. Soc., 112, 461–480, 1986. </reference>
		<reference numeration="33" content_type="text"> Pan, H.-L. and Wu, W.-S.: Implementing a mass flux convective parameterization package for the NMC medium range forecast model, NMC office note, 409, 40 pp., available at: http://www.emc.ncep.noaa.gov/officenotes/FullTOC.html#1990, 1995. </reference>
		<reference numeration="34" content_type="text"> Randall, D. A.: Conditional instability of the first kind upside-down, J. Atmos. Sci., 37, 125–130, 1980. </reference>
		<reference numeration="35" content_type="text"> Saha, S., Nadiga, S., Thiaw, C., Wang, J., Wang, W., et al.: The NCEP climate forecast system, J. Climate, 19, 3483–3517, 2006. </reference>
		<reference numeration="36" content_type="text"> Saha, S., Moorthi, S., Pan, H., Wu, X., et al.: The NCEP climate forecast system reanalysis, B. Am. Meteorol. Soc., accepted, 2010. </reference>
		<reference numeration="37" content_type="text"> Sela, J.: Implementation of the sigma pressure hybrid coordinate into GFS, NCEP office Note, 461, 1–25, available at: http://www.emc.ncep.noaa.gov/officenotes/FullTOC.html#2000, 2009. </reference>
		<reference numeration="38" content_type="text"> Siems, S. T., Bretherton, C. S., Baker, M. B., Shy, S. S., and Breidenthal, R. E.: Buoyancy reversal and cloud-top entrainment instability, Q. J. Roy. Meteor. Soc., 116, 705–739, 1990. </reference>
		<reference numeration="39" content_type="text"> Stevens, B., Moeng, C. H., Ackerman, A .S., Bretherton, C. S., Chlond, A., de Roode, S., Edwards, J., Golaz, J. C., Jiang, H., Khairoutdinov, M., Kirkpatrick, M. P., Lewellen, D. C., Lock, A., Müller, F., Stevens, D. E., Whelan, E., and Zhu, P.: Evaluation of Large-Eddy Simulations via Observations of Nocturnal Marine Stratocumulus, Mon. Weather Rev., 133, 1443–1462, 2005. </reference>
		<reference numeration="40" content_type="text"> Sundqvist, H., Berge, E., and Kristjansson, J. E.: Condensation and cloud studies with mesoscale numerical weather prediction model, Mon. Weather Rev., 117, 1641–1757, 1989. </reference>
		<reference numeration="41" content_type="text"> Tiedtke, M.: The sensitivity of the time-mean large-scale flow to cumulus convection in the ECMWF model, ECMWF Workshop on Convection in Large-Scale Models, 28~November–1~December~1983, Reading, England, 297–316, 1983. </reference>
		<reference numeration="42" content_type="text"> Wang, W., Saha, S., Pan, H.-L., Nadiga, S., and White, G.: Simulation of ENSO in the new NCEP coupled forecast system model (CFS03), Mon. Weather Rev., 133, 1574–1593, 2005. </reference>
		<reference numeration="43" content_type="text"> Wang, Y., Xu, H., and Xie, S. P.: Regional model simulations of marine boundary layer clouds over the southeast Pacific off South America – Part II: sensitivity experiments, Mon. Weather Rev., 132, 2650–2668, 2004. </reference>
		<reference numeration="44" content_type="text"> Xiao, H., Wu, C.-M., and Mechoso, C. R.: Buoyancy reversal, decoupling and the transition from stratocumulus-topped to trade cumulus-topped marine boundary layers, Clim. Dynam., accepted, 2010. </reference>
		<reference numeration="45" content_type="text"> Xie, P. and Arkin, P. A.: Global precipitation: A 17-year monthly analysis based on gauge observation, satellite estimates, and numerical model outputs, Mon. Weather Rev., 78, 2539–2558, 1997. </reference>
		<reference numeration="46" content_type="text"> Xu, K. M. and Randall, D. A.: A semiemperical cloudiness parameterization for use in climate models, J. Atmos. Sci., 53, 3084–3102, 1996. </reference>
		<reference numeration="47" content_type="text"> Zhao, Q. Y. and Carr, F. H.: A prognostic cloud scheme for operational NWP models, Mon. Weather Rev., 125, 1931–1953, 1997. </reference>
	</references>
</article>

