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	<journal>
		<journal_title>Nonlinear Processes  in Geophysics</journal_title>
		<journal_url>www.nonlin-processes-geophys.net</journal_url>
		<issn>1023-5809</issn>
		<eissn>1607-7946</eissn>
		<volume_number>17</volume_number>
		<issue_number>2</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/npg-17-187-2010</doi>
	<article_url>http://www.nonlin-processes-geophys.net/17/187/2010/</article_url>
	<abstract_html>http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010.html</abstract_html>
	<fulltext_pdf>http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010.pdf</fulltext_pdf>
	<start_page>187</start_page>
	<end_page>200</end_page>
	<publication_date>2010-04-08</publication_date>
	<article_title content_type="html">Estimating the diffusive heat flux across a stable interface forced by  convective motions</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>C. Chemel</name>
		</author>
		<author numeration="2" affiliations="2">
			<name>C. Staquet</name>
			<email>chantal.staquet@hmg.inpg.fr</email>
		</author>
		<author numeration="3" affiliations="2">
			<name>J.-P. Chollet</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">NCAS-Weather, Centre for Atmospheric &amp; Instrumentation Research,  University of Hertfordshire, Hatfield, UK</affiliation>
		<affiliation numeration="2" content_type="html">Laboratoire des Ecoulements Géophysiques et Industriels, CNRS/UJF/INPG,  Grenoble, France</affiliation>
	</affiliations>
	<abstract content_type="html">Entrainment at the top of the convectively-driven boundary layer (CBL) is
revisited using data from a high-resolution large-eddy simulation (LES). In
the range of values of the bulk Richardson number &lt;I&gt;Ri&lt;/I&gt;&lt;sub&gt;B&lt;/sub&gt; studied here
(about 15&amp;ndash;25), the entrainment process is mainly driven by the scouring of
the interfacial layer (IL) by convective cells. We estimate the length and
time scales associated with these convective cells by computing
one-dimensional wavenumber and frequency kinetic energy spectra. Using a
Taylor assumption, based upon transport by the convective cells, we show that
the frequency and wavenumber spectra follow the Kolmogorov law in
the inertial range, with the multiplicative constant being in good agreement
with previous measurements in the atmosphere. We next focus on the heat flux
at the top of the CBL, &lt;IMG
 WIDTH=&quot;12&quot; HEIGHT=&quot;22&quot; ALIGN=&quot;MIDDLE&quot; BORDER=&quot;0&quot;
 src=&quot;http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010-2.gif&quot;
 ALT=&quot;$\mathcal{F}_i$&quot;&gt;, which is parameterized in classical
closure models for the entrainment rate &lt;I&gt;w&lt;/I&gt;&lt;sub&gt;e&lt;/sub&gt; at the interface. We show
that &lt;IMG
 WIDTH=&quot;12&quot; HEIGHT=&quot;22&quot; ALIGN=&quot;MIDDLE&quot; BORDER=&quot;0&quot;
 src=&quot;http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010-2.gif&quot;
 ALT=&quot;$\mathcal{F}_i$&quot;&gt; can be computed exactly using the method proposed by
Winters et al. (1995), from which the values of a turbulent diffusivity
&lt;IMG
 WIDTH=&quot;9&quot; HEIGHT=&quot;9&quot; ALIGN=&quot;BOTTOM&quot; BORDER=&quot;0&quot;
 src=&quot;http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010-4.gif&quot;
 ALT=&quot;$\mathcal{K}$&quot;&gt; across the IL can be inferred. These values are recovered
by tracking particles within the IL using a Lagrangian stochastic model
coupled with the LES. The relative difference between the Eulerian and
Lagrangian values of &lt;IMG
 WIDTH=&quot;9&quot; HEIGHT=&quot;9&quot; ALIGN=&quot;BOTTOM&quot; BORDER=&quot;0&quot;
 src=&quot;http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010-4.gif&quot;
 ALT=&quot;$\mathcal{K}$&quot;&gt; is found to be lower than 10%. A simple
expression of &lt;I&gt;w&lt;/I&gt;&lt;sub&gt;e&lt;/sub&gt; as a function of &lt;IMG
 WIDTH=&quot;9&quot; HEIGHT=&quot;9&quot; ALIGN=&quot;BOTTOM&quot; BORDER=&quot;0&quot;
 src=&quot;http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010-4.gif&quot;
 ALT=&quot;$\mathcal{K}$&quot;&gt; is also proposed.
Our results are finally used to assess the validity of the classical
&quot;first-order&apos;&apos; model for &lt;I&gt;w&lt;/I&gt;&lt;sub&gt;e&lt;/sub&gt;. We find that, when &lt;I&gt;Ri&lt;/I&gt;&lt;sub&gt;B&lt;/sub&gt; is
varied, the values for &lt;I&gt;w&lt;/I&gt;&lt;sub&gt;e&lt;/sub&gt; derived from the &quot;first-order&apos;&apos; model
with the exact computation of &lt;IMG
 WIDTH=&quot;12&quot; HEIGHT=&quot;22&quot; ALIGN=&quot;MIDDLE&quot; BORDER=&quot;0&quot;
 src=&quot;http://www.nonlin-processes-geophys.net/17/187/2010/npg-17-187-2010-2.gif&quot;
 ALT=&quot;$\mathcal{F}_i$&quot;&gt; agree to better than 10% with
those computed directly from the LES (using its definition). The simple
expression we propose appears to provide a reliable estimate of &lt;I&gt;w&lt;/I&gt;&lt;sub&gt;e&lt;/sub&gt;
for the largest values of &lt;I&gt;Ri&lt;/I&gt;&lt;sub&gt;B&lt;/sub&gt; only.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Betts, A K.: Reply to comment on the paper &quot;Non-precipitating cumulus convection and its parameterization&quot;, Q J Roy Meteor Soc., 100, 469–471, 1974. </reference>
		<reference numeration="2" content_type="text"> Bretherton, C S., MacVean, M K., Bechtold, P., Chlond, A., Cotton, W R., Cuxart, J., Cuijpers, H., Khairoutdinov, M., Kosovic, B., Lewellen, D., Moeng, C.-H., Siebesma, P., Stevens, B., Stevens, D E., Sykes, I., and Wyant, M C.: An intercomparison of radiatively driven entrainment and turbulence in a smoke cloud, as simulated by different numerical models, Q J Roy Meteor Soc., 125, 391–423, 1999. </reference>
		<reference numeration="3" content_type="text"> Cai, X., Zhang, R., and Li, Y.: A large-eddy simulation and Lagrangian stochastic study of heavy particle dispersion in the convective boundary layer, Bound.-Lay Meteorol., 120, 413–435, 2006. </reference>
		<reference numeration="4" content_type="text"> Cai, X.-M. and Luhar, A K.: Fumigation of pollutants in and above the entrainment zone into a growing convective boundary layer: a large-eddy simulation, Atmos Environ., 36, 2997–3008, 2002. </reference>
		<reference numeration="5" content_type="text"> Champagne, F H., Friehe, C A., LaRue, J C., and Wyngaard, J C.: Flux measurements, flux estimation techniques, and fine-scale turbulence measurements in the unstable surface layer over land, J Atmos Sci., 34, 515–530, 1977. </reference>
		<reference numeration="6" content_type="text"> Chemel, C. and Staquet, C.: A formulation of convective entrainment in terms of mixing efficiency, J Fluid~Mech., 580, 169–178, 2007. </reference>
		<reference numeration="7" content_type="text"> Clarke, R H., Dyer, A J., Brook, R R., Reid, D G., and Troup, A J.: The Wangara experiment: Boundary layer data, Tech. Paper~19, CSIRO Atmospheric Research, Aspendale, Australia, 362~pp., 1971. </reference>
		<reference numeration="8" content_type="text"> Cohn, S A. and Angevine, W M.: Boundary layer height and entrainment zone thickness measured by lidars and wind-profiling radars, J Appl Meteorol., 39, 1233–1247, 2000. </reference>
		<reference numeration="9" content_type="text"> D&apos;Asaro, E A., Winters, K B., and Lien, R.-C.: Lagrangian analysis of a convective mixed layer, J Geophys Res., 107(C5), 3040, \doi10.1029/2000JC000247, 2002. </reference>
		<reference numeration="10" content_type="text"> Deardorff, J W.: Stratocumulus-capped mixed layers derived from a three-dimensional model, Bound.-Lay Meteorol., 18, 495–527, 1980. </reference>
		<reference numeration="11" content_type="text"> Deardorff, J W., Willis, G E., and Stockton, B H.: Laboratory studies of the entrainment zone of a convectively mixed layer, J Fluid~Mech., 100, 41–64, 1980. </reference>
		<reference numeration="12" content_type="text"> Dosio, A., Vilá-Guerau de Arellano, J., Holtslag, A A M., and Builtjes, P J H.: Relating Eulerian and Lagrangian statistics for the turbulent dispersion in the atmospheric convective boundary layer, J Atmos Sci., 62, 1175–1191, 2005. </reference>
		<reference numeration="13" content_type="text"> Fedorovich, E., Conzemius, R., and Mironov, D.: Convective entrainment into a shear-free, linearly stratified atmosphere: bulk models reevaluated through large eddy simulations, J Atmos Sci., 61, 281–295, 2004. </reference>
		<reference numeration="14" content_type="text"> Fedorovich, E E. and Mironov, D V.: A model for a shear-free convective boundary layer with parameterized capping inversion structure, J Atmos Sci., 52, 83–95, 1995. </reference>
		<reference numeration="15" content_type="text"> Fernando, H J S.: Turbulent mixing in stratified fluids, Annu Rev Fluid~Mech., 23, 455–493, 1991. </reference>
		<reference numeration="16" content_type="text"> Gopalakrishnan, S G. and Avissar, R.: An LES study of the impacts of land surface heterogeneity on dispersion in the convective boundary layer, J Atmos Sci., 57, 352–371, 2000. </reference>
		<reference numeration="17" content_type="text"> Gregg, M C.: Diapycnal mixing in the thermocline: a review, J Geophys Res., 92(C5), 5249–5286, 1987. </reference>
		<reference numeration="18" content_type="text"> Hanna, S R.: Lagrangian and Eulerian time-scale relations in the daytime boundary layer, J Appl Meteorol., 20, 242–249, 1981. </reference>
		<reference numeration="19" content_type="text"> Hannoun, I A. and List, E J.: Turbulent mixing at a shear-free density interface, J Fluid~Mech., 189, 211–234, 1988. </reference>
		<reference numeration="20" content_type="text"> Hong, S.-Y., Noh, Y., and Dudhia, J.: A new vertical diffusion package with an explicit treatment of entrainment processes, Mon Weather~Rev., 134, 2318–2341, 2006. </reference>
		<reference numeration="21" content_type="text"> Hopfinger, E J.: Turbulence in stratified fluids: a review, J Geophys Res., 92(C5), 5287–5303, 1987. </reference>
		<reference numeration="22" content_type="text"> Hunt, J C R.: Diffusion in the stably stratified atmospheric boundary layer, J Clim Appl Meteorol., 24, 1187–1195, 1985. </reference>
		<reference numeration="23" content_type="text"> Hunt, J C R., Wray, A A., and Moin, P.: Eddies, stream and convergence zones in turbulent flows, Report CTR-S88, Center For Turbulence Research, Stanford, CA, USA, 193–208, 1988. </reference>
		<reference numeration="24" content_type="text"> Kaiser, R. and Fedorovich, E.: Turbulence spectra and dissipation rates in a wind tunnel model of the atmospheric convective boundary layer, J Atmos Sci., 55, 580–594, 1998. </reference>
		<reference numeration="25" content_type="text"> Kelly, M. and Wyngaard, J C.: Two-dimensional spectra in the atmospheric boundary layer, J Atmos Sci., 63, 3066–3070, 2006. </reference>
		<reference numeration="26" content_type="text"> Lamb, R G.: A numerical simulation of dispersion from an elevated point source in the convective planetary boundary layer, Atmos Environ., 12, 1297–1304, 1978. </reference>
		<reference numeration="27" content_type="text"> Lenschow, D H.: Observations of clear and cloud-capped convective boundary layers, and techniques for probing them, in: Buoyant Convection in Geophysical Flows, edited by: Plate, E J., Fedorovich, E., Viegas, D X., and Wyngaard, J C., Kluwer Academic Publishers, Dordrecht, The Netherlands, NATO ASI Series C: Mathematical and Physical Sciences, 513, 185–206, 1998. </reference>
		<reference numeration="28" content_type="text"> Lesieur, M. and Métais, O.: New trends in large-eddy simulations of turbulence, Annu Rev Fluid~Mech., 28, 45–82, 1996. </reference>
		<reference numeration="29" content_type="text"> Lewellen, D C. and Lewellen, W S.: Large-eddy boundary layer entrainment, J Atmos Sci., 55, 2645–2665, 1998. </reference>
		<reference numeration="30" content_type="text"> Lilly, D K.: Models of cloud-topped mixed layers under a strong inversion, Q J Roy Meteor Soc., 94, 292–309, 1968. </reference>
		<reference numeration="31" content_type="text"> Linden, P F.: The deepening of a mixed layer in a stratified fluid, J Fluid~Mech., 71, 385–405, 1975. </reference>
		<reference numeration="32" content_type="text"> Manins, P C. and Turner, J S.: The relation between the flux ratio and energy ratio in convectively mixed layers, Q J Roy Meteor Soc., 104, 39–44, 1978. </reference>
		<reference numeration="33" content_type="text"> Matthews, P C. and Cox, S M.: Pattern formation with a conservation law, Nonlinearity, 13, 1293–1320, 2000. </reference>
		<reference numeration="34" content_type="text"> Moeng, C.-H. and Wyngaard, J C.: Spectral analysis of large-eddy simulations of the convective boundary layer, J Atmos Sci., 45, 3573–3587, 1988. </reference>
		<reference numeration="35" content_type="text"> Noilhan, J. and Planton, S.: A simple parametrization of land surface processes for meteorological models, Mon Weather~Rev., 117, 536–549, 1989. </reference>
		<reference numeration="36" content_type="text"> Otte, M J. and Wyngaard, J C.: Stably stratified interfacial-layer turbulence from large-eddy simulation, J Atmos Sci., 58, 3424–3442, 2001. </reference>
		<reference numeration="37" content_type="text"> Peltier, L J., Wyngaard, J C., Khanna, S., and Brasseur, J G.: Spectra in the unstable surface layer, J Atmos Sci., 53, 49–61, 1996.  </reference>
		<reference numeration="38" content_type="text"> Pleim, J E. and Xiu, A.: Development and testing of a surface flux and planetary boundary layer model for application in mesoscale models, J Appl Meteorol., 34, 16–32, 1995. </reference>
		<reference numeration="39" content_type="text"> Schmidt, H. and Schumann, U.: Coherent structure of the convective boundary layer derived from large-eddy simulations, J Fluid~Mech., 200, 511–562, 1989. </reference>
		<reference numeration="40" content_type="text"> Sorbjan, Z.: Effects caused by varying the strength of the capping inversion based on a large eddy simulation model of the shear-free convective boundary layer, J Atmos Sci., 53, 2015–2024, 1996. </reference>
		<reference numeration="41" content_type="text"> Stevens, B. and Lenschow, D H.: Observations, experiments, and large eddy simulation, B Am Meteorol Soc., 82, 283–294, 2001. </reference>
		<reference numeration="42" content_type="text"> Steyn, D G., Baldi, M., and Hoff, R M.: The detection of mixed layer depth and entrainment zone thickness from lidar backscatter profiles, J Atmos Ocean Tech., 16, 953–959, 1999. </reference>
		<reference numeration="43" content_type="text"> Sullivan, P P., Moeng, C.-H., Stevens, B., Lenschow, D H., and Mayor, S D.: Structure of the entrainment zone capping the convective atmospheric boundary layer, J Atmos Sci., 55, 3042–3064, 1998. </reference>
		<reference numeration="44" content_type="text"> Sun, J. and Wang, Y.: Effect of the entrainment flux ratio on the relationship between entrainment rate and convective Richardson number, Bound.-Lay Meteorol., 126, 237–247, 2008. </reference>
		<reference numeration="45" content_type="text"> Taylor, G I.: Diffusion by continuous movements, Proc London~Math Soc., 20, 196–212, 1921. </reference>
		<reference numeration="46" content_type="text"> Taylor, G I.: The spectrum of turbulence, P Roy Soc Lond A~Mat., 164, 476–490, 1938. </reference>
		<reference numeration="47" content_type="text"> Thomson, D J.: Criteria for the selection of stochastic models of particle trajectories in turbulent flows, J Fluid~Mech., 180, 529–556, 1987. </reference>
		<reference numeration="48" content_type="text"> Vinkovic, I., Aguirre, C., and Simoëns, S.: Large-eddy simulation and Lagrangian stochastic modeling of passive scalar dispersion in a turbulent boundary layer, J. Turbul., 7, No. 30, 2006. </reference>
		<reference numeration="49" content_type="text"> Weil, J C., Sullivan, P P., and Moeng, C.-H.: The use of large-eddy simulations in Lagrangian particle dispersion models, J Atmos Sci., 61, 2877–2887, 2004. </reference>
		<reference numeration="50" content_type="text"> Winters, K B. and D&apos;Asaro, E A.: Diascalar flux and the rate of fluid mixing, J Fluid~Mech., 317, 179–193, 1996. </reference>
		<reference numeration="51" content_type="text"> Winters, K B., Lombard, P N., Riley, J J., and D&apos;Asaro, E A.: Available potential energy and mixing in density-stratified fluids, J Fluid~Mech., 317, 115–128, 1995. </reference>
		<reference numeration="52" content_type="text"> Xue, M., Droegemeier, K K., and Wong, V.: The Advanced Regional Prediction System (ARPS) – A multi-scale non hydrostatic atmospheric simulation and prediction model. Part I: Model dynamics and verification, Meteorol Atmos Phys., 75, 161–193, 2000. </reference>
		<reference numeration="53" content_type="text"> Xue, M., Droegemeier, K K., Wong, V., Shapiro, A., Brewster, K., Carr, F., Weber, D., Liu, Y., and Wang, D.: The Advanced Regional Prediction System (ARPS) – A multi-scale non hydrostatic atmospheric simulation and prediction tool. Part II: Model physics and applications, Meteorol Atmos Phys., 76, 143–165, 2001. </reference>
		<reference numeration="54" content_type="text"> Yeung, P K.: Lagrangian investigations of turbulence, Annu Rev Fluid~Mech., 34, 115–142, 2002. </reference>
	</references>
</article>

