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	<journal>
		<journal_title>Biogeosciences</journal_title>
		<journal_url>www.biogeosciences.net</journal_url>
		<issn>1726-4170</issn>
		<eissn>1726-4189</eissn>
		<volume_number>7</volume_number>
		<issue_number>4</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/bg-7-1271-2010</doi>
	<article_url>http://www.biogeosciences.net/7/1271/2010/</article_url>
	<abstract_html>http://www.biogeosciences.net/7/1271/2010/bg-7-1271-2010.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/7/1271/2010/bg-7-1271-2010.pdf</fulltext_pdf>
	<start_page>1271</start_page>
	<end_page>1278</end_page>
	<publication_date>2010-04-19</publication_date>
	<article_title content_type="html">Surface layer similarity in the nocturnal boundary layer: the application of Hilbert-Huang transform</article_title>
	<authors>
		<author numeration="1" affiliations="1,2">
			<name>J. Hong</name>
			<email>jhong@nims.re.kr</email>
		</author>
		<author numeration="2" affiliations="2,3">
			<name>J. Kim</name>
		</author>
		<author numeration="3" affiliations="4">
			<name>H. Ishikawa</name>
		</author>
		<author numeration="4" affiliations="5">
			<name>Y. Ma</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">National Institute for Mathematical Sciences, Daejeon, Korea</affiliation>
		<affiliation numeration="2" content_type="html">Global Environment Lab, Department of Atmospheric Sciences, Yonsei University, Seoul, Korea</affiliation>
		<affiliation numeration="3" content_type="html">Global Center for Sustainable Urban Regeneration, Institute of Industrial Science, The University of Tokyo, Tokyo, Japan</affiliation>
		<affiliation numeration="4" content_type="html">Disaster Prevention Research Institute, Kyoto University, Kyoto, Japan</affiliation>
		<affiliation numeration="5" content_type="html">Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing, China</affiliation>
	</affiliations>
	<abstract content_type="html">Turbulence statistics such as flux-variance relationship are critical
information in measuring and modeling ecosystem exchanges of carbon, water,
energy, and momentum at the biosphere-atmosphere interface. Using a recently
proposed mathematical technique, the Hilbert-Huang transform (HHT), this
study highlights its possibility to quantify impacts of non-turbulent flows
on turbulence statistics in the stable surface layer. The HHT is suitable for
the analysis of non-stationary and intermittent data and thus very useful for
better understanding the interplay of the surface layer similarity with
complex nocturnal environment. Our analysis showed that the HHT can
successfully sift non-turbulent components and be used as a tool to estimate
the relationships between turbulence statistics and atmospheric stability in
complex environments such as nocturnal stable boundary layer.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Basu, S., Porte-Agel, F., Foufoula-Georgiou, E., Vinuesa, J F., and Pahlow, M.: Revisiting the local scaling hypothesis in stably stratified atmospheric boundary-layer turbulence: An integration of field and laboratory measurements with large-eddy simulations, Bound.-Lay. Meteorol., 119, 473–500, 2006. </reference>
		<reference numeration="2" content_type="text"> Bendat, J S. and Piersol, A G.: Random Data: Analysis and Measurement Procedures, Wiley-Interscience, New York, 3~Edn., 2000. </reference>
		<reference numeration="3" content_type="text"> Brunet, Y. and Collineau, S.: Wavelet analysis of diurnal and nocturnal turbulence above a maize crop, in: Wavelets in Geophysics, edited by Foufoula-Georgiou, E. and Kumar, P., pp. 129–150, Academic Press, 1994. </reference>
		<reference numeration="4" content_type="text"> Cheng, Y. and Brutsaert, W.: Flux-profile relationships for wind speed and temperature in the stable atmospheric boundary layer, Boundary-Layer Meteorol., 114, 519–538, 2005. </reference>
		<reference numeration="5" content_type="text"> Cheng, Y., Parlange, M., and Brutsaert, W.: Pathology of Monin-Obukhov similarity in the stable boundary layer, J. Geophy. Res., 110, D06101, \doi10.1029/2004JD004923, 2005. </reference>
		<reference numeration="6" content_type="text"> Choi, T., Hong, J., Kim, J., Lee, H C., Asanuma, J., Ishikawa, H., Tsukamoto, O., Zhiqiu, G., Ma, Y., Ueno, K., Wang, J., Koike, T., and Yasunari, T.: Turbulent Exchange of Heat, Water Vapor and Momentum over a Tibetan Prairie by Eddy Covariance and Flux-Variance Measurements, J. Geophy. Res., 109, D21106, \doi10.1029/2004JD004767, 2004. </reference>
		<reference numeration="7" content_type="text"> Claerbout, J F.: Fundamentals of Geophysical Data Processing, McGraw-Hill Press, Oxford, 1976. </reference>
		<reference numeration="8" content_type="text"> Collineau, S. and Brunet, Y.: Detection of turbulent coherent motions in a forest canopy. Part I: Wavelet analysis, Bound.-Lay. Meteorol., 65, 357–379, 1993. </reference>
		<reference numeration="9" content_type="text"> Cuxart, J., Morales, G., Terradellas, E., and Yagüe, C.: Study of coherent structures and estimation of the pressure transport terms for the nocturnal stable boundary layer, Bound.-Lay. Meteorol., 105, 305–328, 2002. </reference>
		<reference numeration="10" content_type="text"> de~Bruin, H. A R.: Analytic solutions of the equations governing the temperature fluctuation method, Bound.-Lay. Meteorol., 68, 67–81, 1994. </reference>
		<reference numeration="11" content_type="text"> Dias, N L. and Brutsaert, W.: Radiative effects on temperature in the stable surface layer, Bound.-Lay. Meteorol., 89, 141–159, 1998. </reference>
		<reference numeration="12" content_type="text"> Dias, N L., Brutsaert, W., and Wesely, M L.: Z-less stratification under stable conditions, Bound.-Lay. Meteorol., 75, 175–187, 1995. </reference>
		<reference numeration="13" content_type="text"> Dias, N L., Hong, J., Leclerc, M., Black, T A., Nesic, Z., and Krishnan, P.: A simple method for scalar flux estimates over forests, Boundary-Layer Meteorol., 132, 401–414, 2009. </reference>
		<reference numeration="14" content_type="text"> Duffy, D G.: The application of Hilbert-Huang transforms to meteorological datasets, in: Hilbert-Huang Transform and Its Applications, edited by Huang, N E. and Shen, S P., pp. 129–147, World Scientific, Singapore, 2005. </reference>
		<reference numeration="15" content_type="text"> Einaudi, F. and Finnigan, J J.: The interaction between an internal gravity wave and the planetary boundary layer. Part I: The linear analysis, Quart. J. Roy. Meteorol. Soc., 107, 793–806, 1981. </reference>
		<reference numeration="16" content_type="text"> Finnigan, J J.: A note on wave-turbulence interaction and the possibility of scaling the very stable boundary layer, Bound.-Lay. Meteorol., 90, 529–539, 1999. </reference>
		<reference numeration="17" content_type="text"> Foken, T. and Wichura, B.: Tools for quality assessment of surface-based flux measurements, Agricultural and Forest Meteorology, 78, 83–105, 1996. </reference>
		<reference numeration="18" content_type="text"> Gabor, D.: Theory of communications, J. IEE, 93, 429–457, 1946. </reference>
		<reference numeration="19" content_type="text"> Grachev, A A., Fairall, C W., Persson, P. O G., Andreas, E L., and Guest, P S.: Stable boundary-layer scaling regimes: The Sheba data, Bound.-Lay. Meteorol., 116, 201–235, 2005. </reference>
		<reference numeration="20" content_type="text"> Högstrom, U.: Analysis of turbulence structure in the surface layer with a modified similarity formulation for near neutral conditions, J. Atmos. Sci., 47, 1949–1972, 1990. </reference>
		<reference numeration="21" content_type="text"> Hong, J., Choi, T., Ishikawa, H., and Kim, J.: Turbulence structures in the near-neutral surface layer on the Tibetan plateau, Geophy. Res. Lett., 31, L15016, \doi10.1029/2004GL 019935, 2004. </reference>
		<reference numeration="22" content_type="text"> Hong, J.: Note on turbulence statistics in z-less stratification, Asia-Pacific, J. Atmos. Sci., 46, 113–117, 2010. </reference>
		<reference numeration="23" content_type="text"> Howell, H. and Mahrt, L.: An Adaptive Decomposition: Application to Turbuelnce, in: Wavelets in Geophysics, edited by Foufoula-Georgiou, E. and Kumar, P., pp. 107–128, Academic Press, 1994. </reference>
		<reference numeration="24" content_type="text"> Huang, N E., Shen, Z., Long, S R., Wu, M C., Shih, H H., Zheng, Q., Yen, N., Tung, C C., and Liu, H H.: The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysys, Proc. R. Soc. Lond. A, 454, 903–995, 1998. </reference>
		<reference numeration="25" content_type="text"> Huang, N E., Shen, Z., and Long, S R.: A new view of nonlinear water waves: The Hilbert spectrum, Ann. Rev. Fluid Mech., 31, 417–457, 1999. </reference>
		<reference numeration="26" content_type="text"> Kaimal, J C. and Finnigan, J J.: Atmospheric Boundary Layer Flows, Oxford University Press, New York, 1994. </reference>
		<reference numeration="27" content_type="text"> Lundquist, J K.: Intermittent and elliptical inertial oscillations in the atmospheric boundary layer, J. Atmos. Sci., 60, 2661–2673, 2003. </reference>
		<reference numeration="28" content_type="text"> Mahrt, L.: Bulk formulation of surface fluxes extended to weak-wind stable conditions, Quart. J. Roy. Meteorol. Soc., 134, 1–10, 2008. </reference>
		<reference numeration="29" content_type="text"> Malhi, Y S.: The significance of the dual solutions for heat fluxes measured by the temperature fluctuation method in stable conditions, Boundary-Layer Meteorol., 74, 389–396, 1995. </reference>
		<reference numeration="30" content_type="text"> McNaughton, K G. and Brunet, Y.: Townsend&apos;s hypothesis, coherent structures and Monin-Obukhov similarity, Bound.-Lay. Meteorol., 102, 161–175, 2002. </reference>
		<reference numeration="31" content_type="text"> McNaughton, K G., Clement, R J., and Moncrieff, J B.: Scaling properties of velocity and temperature spectra above the surface friction layer in a convective atmospheric boundary layer, Non. Proc. Geophy., 14, 257–271, 2007. </reference>
		<reference numeration="32" content_type="text"> Monin, A S. and Yaglom, A M.: Statistical Fluid Mechanics: Mechanics of Turbulence, vol 1, MIT Press, Cambridge, 1971. </reference>
		<reference numeration="33" content_type="text"> Nappo, C J. and Johansson, P.: Summary of the Löv&amp;aring;nger international workshop on turbulence and diffusion in the stable planetary boundary layer, Bound.-Lay. Meteorol., 90, 345–374, 1999. </reference>
		<reference numeration="34" content_type="text"> Nieuwstadt, F. T M.: Some aspects of the turbulent stable boundary layer, Bound.-Lay. Meteorol., 30, 31–55, 1984. </reference>
		<reference numeration="35" content_type="text"> Pahlow, M., Parlange, M B., and Porte-Agel, F.: On Monin-Obukhov similarity in the stable atmospheric boundary layer, Boundary-Layer Meteorol., 99, 225–248, 2001. </reference>
		<reference numeration="36" content_type="text"> Schmid, H P.: Experimental design for flux measurements: matching scales of observations and fluxes, Agric. For. Meteorol., 87, 179–200, 1997. </reference>
		<reference numeration="37" content_type="text"> Shen, S. S P., Shu, T., Huang, N E., Wu, Z., North, G R., Karl, T R., and Easterling, D R.: The application of Hilbert-Huang transforms to meteorological datasets, in: Hilbert-Huang Transform and Its Applications, edited by Huang, N E. and Shen, S P., pp. 187–210, World Scientific, 2005. </reference>
		<reference numeration="38" content_type="text"> Smedman, A S., Högstrom, U., and Hunt, J. C R.: Effects of shear sheltering in a stable atmospheric boundary layer with strong shear, Quart. J. Roy. Meteorol. Soc., 130, 31–50, 2004. </reference>
		<reference numeration="39" content_type="text"> Sorensen, D C., Lehoucq, R B., Yang, C., and Maschhoff, K.: ARPACK, rice University, 2001.  </reference>
		<reference numeration="40" content_type="text"> Stull, R B.: An Introduction to Boundary Layer Meteorology, Kluwer Academic Publisher, Dordrecht, 1988. </reference>
		<reference numeration="41" content_type="text"> Sun, J L., Burns, S P., Lenschow, D H., Banta, R., Newsom, R., Coulter, R., Frasier, S., Ince, T., Nappo, C., Cuxart, J., Blumen, W., Lee, X., and Hu, X Z.: Intermittent turbulence associated with a density current passage in the stable boundary layer, Bound.-Lay. Meteorol., 105, 199–219, 2002. </reference>
		<reference numeration="42" content_type="text"> Terradellas, E., Soler, M R., Ferreres, E., and Bravo, M.: Analysis of oscillations in the stable atmospheric boundary layer using wavelet methods, Bound.-Lay. Meteorol., 114, 489–518, 2005. </reference>
		<reference numeration="43" content_type="text"> Vickers, D V. and Mahrt, L.: The cospectral gap and turbulent flux calculations, J. Atmos. Ocean. Tech., 20, 660–672, 2003. </reference>
		<reference numeration="44" content_type="text"> Wyngaard, J C. and Coté, O R.: The budgets of turbulent kinetic energy and temperature variance in the atmospheric surface layer, J. Atmos. Sci., 28, 190–201, 1971. </reference>
		<reference numeration="45" content_type="text"> Wyngaard, J C. and Coté, O R.: Cospectral Similarity in the Atmospheric Surface Layer, Quart. J. Roy. Meteorol. Soc, 98, 590–603, 1972. </reference>
		<reference numeration="46" content_type="text"> Yagüe, C., Viana, S., Maqueda, G., and Redondo, J M.: Influence of stability on the flux-profile relationships for wind speed, $\phi_m$, and temperature, $\phi_h$, for the stable atmospheric boundary layer, Nonlin. Proc. Geophy., 13, 185–203, 2006. </reference>
	</references>
</article>

