<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-chem-phys-discuss.net/inc/acpd/copernicus.dtd">
<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-10-18419-2010</doi>
	<article_url>http://www.atmos-chem-phys-discuss.net/10/18419/2010/</article_url>
	<abstract_html>http://www.atmos-chem-phys-discuss.net/10/18419/2010/acpd-10-18419-2010.html</abstract_html>
	<fulltext_pdf>http://www.atmos-chem-phys-discuss.net/10/18419/2010/acpd-10-18419-2010.pdf</fulltext_pdf>
	<start_page>18419</start_page>
	<end_page>18466</end_page>
	<publication_date>2010-08-04</publication_date>
	<article_title content_type="html">A regional real-time forecast of marine boundary layers during VOCALS-Rex</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>S. Wang</name>
			<email>shouping.wang@nrlmry.navy.mil</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>L. W. O&apos;Neill</name>
		</author>
		<author numeration="3" affiliations="3">
			<name>Q. Jiang</name>
		</author>
		<author numeration="4" affiliations="4">
			<name>S. P. de Szoeke</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>X. Hong</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>H. Jin</name>
		</author>
		<author numeration="7" affiliations="1">
			<name>W. T. Thompson</name>
		</author>
		<author numeration="8" affiliations="5">
			<name>X. Zheng</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Naval Research Laboratory, Monterey, CA, USA</affiliation>
		<affiliation numeration="2" content_type="html">National Research Council, Naval Research Laboratory, Monterey, CA, USA</affiliation>
		<affiliation numeration="3" content_type="html">University Corporation for Atmospheric Research, Monterey, CA, USA</affiliation>
		<affiliation numeration="4" content_type="html">Oregon State University, College of Ocean and Atmospheric Sciences, Corvallis, Oregon, USA</affiliation>
		<affiliation numeration="5" content_type="html">RSMA, University of Miami, Miami, FL, USA</affiliation>
	</affiliations>
	<abstract content_type="html">This paper presents an evaluation and validation of the Naval Research
Laboratory&apos;s COAMPS real-time forecasts during the VOCALS-Rex over the
area off the west coast of Chile/Peru in the Southeast Pacific during
October and November 2008. The analyses focus on the marine boundary
layer (MBL) structure. These forecasts are compared with lower
troposphere soundings, surface measurements, and satellite
observations. The predicted mean MBL cloud and surface wind spatial
distributions are in good agreement with the satellite
observations. The large-scale longitudinal variation of the MBL
structure along 20&amp;deg; S is captured by the forecasts. That is,
the MBL heights increase toward the open ocean, the moisture just
above the inversion decreases, and the MBL structure becomes more
decoupled offshore. The observed strong wind shear across the
cloud-top inversion in coastal area at 20&amp;deg; S was correctly
predicted by the model. Our results show that the sporadic cloud
spatial and temporal distribution in the 15 km grid mesh is caused by
grid-scale convection likely due to a lack of a shallow cumulus
convection parameterization in the model. Both observations and model
forecasts show wind speed maxima near the top of MBL along
20&amp;deg; S, which is consistent with the west-ward upslope of the
MBL heights based on the thermal wind relationship. The forecasts
produced well-defined diurnal variations in the spatially averaged MBL
structure, although the overall signal is weaker than those derived
from the in situ measurements and satellite data. The MBL heights
are generally underpredicted in the nearshore area. The analysis of
the sensitivity simulations with regard to grid resolution suggests
that the under-prediction is likely associated with over-prediction of
the mesoscale downward motion and cold advection along the coast.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Albrecht,~B A.: Aerosols, cloud microphysics, and fractional cloudiness, Science, 245, 1227–1230, 1989. </reference>
		<reference numeration="2" content_type="text"> Albrecht,~B A., Jensen,~M P., and Syrett,~W J.: Marine boundary layer structure and fractional cloudiness, J. Geophys. Res., 100, 14209–14222, 1995. </reference>
		<reference numeration="3" content_type="text"> Bony,~S. and Dufresne,~J.-L.: Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models, Geophys. Res. Lett., 32, L20806, \doi10.1029/2005GL023851, 2005. </reference>
		<reference numeration="4" content_type="text"> Bretherton,~C S., McCaa,~J R., and Grenier,~H.: A~new parameterization for shallow cumulus convection and its application to marine subtropical cloud-topped boundary layers. Part I: Description and 1D results, Mon. Weather Rev., 132, 864–882, 2004. </reference>
		<reference numeration="5" content_type="text"> Bretherton,~C. 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="6" content_type="text"> Burk,~S D. and Thompson,~W T.: A~vertically nested regional numerical weather prediction model with second-order closure physics, Mon. Weather Rev., 117, 2305–2324, 1989. </reference>
		<reference numeration="7" content_type="text"> Cummings,~J.: Operational multivariate ocean data assimilation, Q. J. Roy. Meteor. Soc., 131, 3583–3604, 2005. </reference>
		<reference numeration="8" content_type="text"> de Szoeke,~S P., Fairall,~C W., Zuidema,~P., Wolfe,~D E., and Bariteau,~L.: Surface flux observations on the southeastern tropical Pacific Ocean and attribution of SST errors in coupled ocean-atmosphere models, J. Climate, 23, 4152–4174, 2010. </reference>
		<reference numeration="9" 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="10" content_type="text"> Doyle,~J D., Jiang,~Q., Chao,~Y., and Farrara,~J.: High-resolution real-time modeling of the marine atmospheric boundary layer in support of the AOSN-II field campaign, Deep-Sea Res. Pt. II, 52, 87–99, \doi10.1016/j.dsr2.2008.08.009, 2009. </reference>
		<reference numeration="11" content_type="text"> Felsch,~P. and Whitlatch,~W.: Stratus surge prediction along the central California coast, Mon. Weather Rev., 8, 204–213, 1993. </reference>
		<reference numeration="12" content_type="text"> Fu,~Q. and Liou,~K N.: On the Correlated $k$-Distribution Method for Radiative Transfer in Nonhomogenecous Atmospheres, J. Atmos. Sci., 49, 2139–2156, 1992. </reference>
		<reference numeration="13" content_type="text"> Garreaud,~R D. and Muñoz,~R C.: The diurnal cycle in circulation and cloudiness over the subtropical southeast pacific: a~modeling study, Mon. Weather Rev., 17, 1699–1710, 2004. </reference>
		<reference numeration="14" content_type="text"> Garreaud,~R D. and Muñoz,~R C.: The low-level jet off the west coast of subtropical South America: Structure and variability, Mon. Weather Rev., 133, 2246–2261, 2005. </reference>
		<reference numeration="15" content_type="text"> Golaz,~J.-C., Larson,~V E., and Cotton,W. R: A~PDF-based model for boundary layer clouds. Part I: Method and model description, J. Atmos. Sci., 59, 3540–3551, 2002. </reference>
		<reference numeration="16" content_type="text"> Hignett,~P.: Observations of diurnal variation in a~cloud-capped marine boundary layer, J. Atmos. Sci., 48, 1474–1482, 1991. </reference>
		<reference numeration="17" content_type="text"> Hodur,~R M.: The Naval Research Laboratory&apos;s coupled ocean/atmosphere mesoscale prediction system (COAMPS), Mon. Weather Rev., 125, 1414–1430, 1997. </reference>
		<reference numeration="18" content_type="text"> Jiang,~Q., Wang,~S., and O&apos;Neill,~L.: Some insights into the characteristics and dynamics of Chilean low-level coastal jet, Mon. Weather Rev., in press, 2010. </reference>
		<reference numeration="19" content_type="text"> Kain,~J S., and Fritsch,~M.: A~one-dimensional entraining/detraining plume model and its application in convective parameterization, J. Atmos. Sci., 47, 2784–2802, 1990. </reference>
		<reference numeration="20" content_type="text"> Klein,~S A.: Synoptic variability of low-cloud properties and meteorological parameters in the subtropical trade wind boundary layer, J. Climate, 10, 2018–2039, 1997. </reference>
		<reference numeration="21" 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="22" content_type="text"> Klein,~S A., Hartmann,~D L., and Norris,~J R.: On the relationships among low-cloud structure, sea surface temperature, and atmospheric circulation in the summertime northeast Pacific, J. Climate, 8, 1140–1155, 1995. </reference>
		<reference numeration="23" content_type="text"> Lilly,~D K.: Models of cloud-topped mixed layers under a~strong inversion, Q. J. Roy. Meteor. Soc., 94, 292–308, 1968. </reference>
		<reference numeration="24" content_type="text"> Liu,~M., Nachamkin,~J E., and Westphal,~D L.: On the improvement of COAMPS weather forecasts using an advanced radiative transfer model, Weather Forecast., 24, 286–306, 2009. </reference>
		<reference numeration="25" content_type="text"> Louis,~J F., Tiedtke,~M., and Geleyn~J F.: A~short history of the operational PBL-parameterization of ECMWF, Proceedings of the 1981 ECMWF workshop on planetary boundary layer parameterization, Shinfield Park, Reading, Berkshire, UK, European Centre for Medium Range Weather Forecasts, 59–79, 1982. </reference>
		<reference numeration="26" content_type="text"> Lorenz,~E N.: Available energy and the maintenance of a~moist circulation, Tellus, 30, 241–259, 1978. </reference>
		<reference numeration="27" 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="28" content_type="text"> McCaa,~J R. and Bretherton,~C S.: A~new parameterization for shallow cumulus convection and its application to marine subtropical cloud-topped boundary layers. Part II: Regional simulations of marine boundary layer clouds, Mon. Weather Rev., 132, 883–896, 2004. </reference>
		<reference numeration="29" content_type="text"> Mechem,~D B. and Kogan,~Y L.: Simulating the transition from drizzling marine stratocumulus to boundary layer cumulus with a~mesoscale model, Mon. Weather Rev., 131, 2342–2360, 2003. </reference>
		<reference numeration="30" content_type="text"> Mellor,~G L.: The Gaussian cloud model relations, J. Atmos. Sci., 34, 356–358, 1977. </reference>
		<reference numeration="31" content_type="text"> Mellor,~G L. and Yamada,~T.: Development of a~turbulence closure for geophysical fluid problems, Rev. Geophys. Space Ge., 20, 851–875, 1982. </reference>
		<reference numeration="32" content_type="text"> Mocko,~D M. and Cotton,~W R.: Evaluation of fractional cloudiness parameterizations for use in a~mesoscale model, J. Atmos. Sci., 52, 2884–2901, 1995. </reference>
		<reference numeration="33" content_type="text"> Muñoz,~R C. and Garreaud,~R D.: Dynamics of the low-level jet off the west coast of subtropical South America, Mon. Weather Rev., 133, 3661–3667, 2005. </reference>
		<reference numeration="34" content_type="text"> Nicholls,~S.: The dynamics of stratocumulus: aircraft observations and comparison with a~mixed-layer model, Q. J. Roy. Meteor. Soc., 112, 431–460, 1984. </reference>
		<reference numeration="35" content_type="text"> O&apos;Dell,~C W., Wentz,~F J., and Bennartz,~R.: Cloud liquid water path from satellite-based passive microwave observations: a~new climatology over the global oceans, J. Climate, 8, 1721–1739, 2008. </reference>
		<reference numeration="36" content_type="text"> Palmen,~E. and Newton,~C W.: Atmospheric Circulation System, Academic Press, 603~pp., 1969. </reference>
		<reference numeration="37" content_type="text"> Park,~S. and Bretherton,~C.: The University of Washington shallow convection and moist turbulence schemes and their impact on climate simulations with the community atmosphere model, J. Climate, 22, 3449–3469, 2009. </reference>
		<reference numeration="38" content_type="text"> Rotunno,~R.: On the linear theory of the land- and sea-breeze, J. Atmos. Sci., 41, 1999–2009, 1983. </reference>
		<reference numeration="39" content_type="text"> Rozendaal~M A., Leovy,~C B., and Klein,~S A.: An observational study of diurnal 41 variation of marine stratiform clouds, J. Climate, 8, 1795–1809, 1995. </reference>
		<reference numeration="40" content_type="text"> Rutledge,~S A. and Hobbs,~P V.: The mesoscale and microscale structure of organization of clouds and precipitation in midlatitude cyclones. VIII: a~model for the \qutseeder-feeder process in warm-frontal rainbands, J. Atmos. Sci., 40, 1185–1206, 1983. </reference>
		<reference numeration="41" content_type="text"> Rutllant,~J.: Coastal lows and associated southerly winds in North-Central Chile, Preprints, Fourth Int. Conf. on Southern Hemisphere Meteorology, Hobart, Australia, Amer. Meteor. Soc., 268–269, 1993. </reference>
		<reference numeration="42" content_type="text"> Shulman,~I., Kindle,~J., Martin,~P., deRada,~S., Doyle,~J., Penta,~B., Anderson,~S., Chavez,~F., Paduan,~J., and Ramp,~S.: Modeling of upwelling/relaxation events with the Navy Coastal Ocean Model, Deep-Sea Res. Pt. II, 112, C06023, \doi10.1029/2006JC003946, 2007. </reference>
		<reference numeration="43" content_type="text"> Siebesma,~A P., Soares,~M M., and Teixeira,~J.: A~combined eddy-diffusivity mass-flux approach for the convective boundary layer, J. Atmos. Sci., 64, 1230–1248, 2007. </reference>
		<reference numeration="44" content_type="text"> Sommeria,~G. and Deardorff,~J W.: Subgrid-scale condensation in models of nonprecipitating clouds, J. Atmos. Sci., 34, 344–355, 1977. </reference>
		<reference numeration="45" content_type="text"> Stevens,~B., Vali,~G., Comstock,~K., vanZanten,~M C., Austin,~P H., Bretherton,~C S., and Lenschow,~D L.: Pockets of open cells and drizzle in marine stratocumulus, B. Am. Meteorol. Soc., 86, 51–57, 2005. </reference>
		<reference numeration="46" content_type="text"> Stevens,~B.: On the growth of layers of nonprecipitating cumulus convection, J. Atmos. Sci., 64, 2916–2931, 2007. </reference>
		<reference numeration="47" content_type="text"> Turton,~J D. and Nicholls,~S.: A~study of the diurnal variation of stratocumulus using a~multiple mixed layer model, Q. J. Roy. Meteor. Soc., 113, 969–1009, 1987. </reference>
		<reference numeration="48" content_type="text"> Thompson,~W T., Burk,~S D., and Lewis,~J.: Fog and low clouds in a~coastally trapped disturbance, J. Geophys. Res., 110, D18213, doi:10.1029/2004JD005522, 2005. </reference>
		<reference numeration="49" content_type="text"> Wang,~H. and Feingold,~G.: 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, 2009. </reference>
		<reference numeration="50" content_type="text"> Wang,~S., Albrecht,~B A., and Minnis~P.: A~regional simulation of marine boundary-layer clouds, J. Atmos. Sci., 50, 4022–4043, 1993. </reference>
		<reference numeration="51" content_type="text"> Wang,~S., Wang,~Q., and Doyle,~J.: Some improvement of Louis surface flux parameterization, Preprints, 15th Symp. on Boundary Layers and Turbulence, Wageningen, Netherlands, Amer. Meteor. Soc., 547–550, 2002. </reference>
		<reference numeration="52" content_type="text"> Wang,~S., Golaz,~J.-C., and Wang,~Q.: Effect of intense wind shear across the inversion on stratocumulus clouds, Geophys. Res. Lett., 35, L15814, \doi10.1029/2008GL033865, 2008. </reference>
		<reference numeration="53" content_type="text"> Wang,~Y., Xie,~S.-P., Xu,~H., and Wang,~B.: Regional model simulations of marine boundary layer clouds over the southeast Pacific off South America. Part I: Control experiment, Mon Weather Rev., 132, 274–296, 2004 </reference>
		<reference numeration="54" 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="55" content_type="text"> Wood, R., Bretherton, C., Huebert, B, Mechoso, C. R., and Weller, R.: VOCALS: The VAMOS Ocean-Cloud-Atmosphere-Land Study. http://www.eol.ucar.edu/projects/vocals/documentation/vocals_overview.pdf, 2007. </reference>
		<reference numeration="56" content_type="text"> Wood,~R., Köhler,~M., Bennartz,~R., and O&apos;Dell,~C.: The diurnal cycle of surface divergence over the global oceans, Q. J. Roy. Meteor. Soc., 135, 1484–1493, 2009. </reference>
		<reference numeration="57" content_type="text"> Wyant,~M C., Wood,~R., Bretherton,~C S., Mechoso,~C R., Bacmeister,~J., Balmaseda,~M A., Barrett,~B., Codron,~F., Earnshaw,~P., Fast,~J., Hannay,~C., Kaiser,~J W., Kitagawa,~H., Klein,~S A., Köhler,~M., Manganello,~J., Pan,~H.-L., Sun,~F., Wang,~S., and Wang,~Y.: The PreVOCA experiment: modeling the lower troposphere in the Southeast Pacific, Atmos. Chem. Phys., 10, 4757–4774, \doi10.5194/acp-10-4757-2010, 2010.  </reference>
		<reference numeration="58" content_type="text"> Zängl,~G.: An improved method for computing horizontal diffusion in a~sigma-coordinate model and its application to simulations over mountainous topography, Mon. Weather Rev., 130, 1423–1432, 2002. </reference>
	</references>
</article>

