<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.biogeosciences.net/inc/bg/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Biogeosciences</journal_title>
		<journal_url>www.biogeosciences.net</journal_url>
		<issn>1726-4170</issn>
		<eissn>1726-4189</eissn>
		<volume_number>6</volume_number>
		<issue_number>10</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/bg-6-1975-2009</doi>
	<article_url>http://www.biogeosciences.net/6/1975/2009/</article_url>
	<abstract_html>http://www.biogeosciences.net/6/1975/2009/bg-6-1975-2009.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/6/1975/2009/bg-6-1975-2009.pdf</fulltext_pdf>
	<start_page>1975</start_page>
	<end_page>1986</end_page>
	<publication_date>2009-10-02</publication_date>
	<article_title content_type="html">Sensible and latent heat flux from radiometric surface temperatures at the regional scale: methodology and evaluation</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>F. Miglietta</name>
			<email>f.miglietta@ibimet.cnr.it</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>B. Gioli</name>
		</author>
		<author numeration="3" affiliations="2">
			<name>Y. Brunet</name>
		</author>
		<author numeration="4" affiliations="3">
			<name>R. W. A. Hutjes</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>A. Matese</name>
		</author>
		<author numeration="6" affiliations="4">
			<name>C. Sarrat</name>
		</author>
		<author numeration="7" affiliations="1">
			<name>A. Zaldei</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">IBIMET-CNR, Istituto di Biometeorologia, Consiglio Nazionale delle Ricerche, Via G. Caproni 8, 50145 Firenze, Italy</affiliation>
		<affiliation numeration="2" content_type="html">INRA, UR 1263 EPHYSE, BP 81, 33833 Villenave d&apos;Ornon cedex, France</affiliation>
		<affiliation numeration="3" content_type="html">Alterra,Wageningen University and Research Centre, Duivendaal 2, 6700 AA Wageningen, The Netherlands</affiliation>
		<affiliation numeration="4" content_type="html">CNRM-GAME, Météo-France, 42 avenue G. Coriolis, 31057 Toulouse, France</affiliation>
	</affiliations>
	<abstract content_type="html">The CarboEurope Regional Experiment Strategy (CERES) was designed to develop
and test a range of methodologies to assess regional surface energy and mass
exchange of a large study area in the South-Western part of France. This
paper describes a methodology to estimate sensible and latent heat fluxes on
the basis of net radiation, surface radiometric temperature measurements and
information obtained from available products derived from the Meteosat
Second Generation (MSG) geostationary meteorological satellite, weather
stations and ground-based eddy covariance towers. It is based on a
simplified bulk formulation of sensible heat flux that considers the degree
of coupling between the vegetation and the atmosphere and estimates latent
heat as the residual term of net radiation. Estimates of regional energy
fluxes obtained in this way are validated at the regional scale by means of
a comparison with direct flux measurements made by airborne eddy-covariance.
The results show an overall good matching between airborne fluxes and
estimates of sensible and latent heat flux obtained from radiometric surface
temperatures that holds
for different weather conditions and different land use types. The overall
applicability of the proposed methodology to regional studies is discussed.</abstract>
	<references>
		<reference numeration="1" content_type="text"> % vor jede Referenz Anderson, M. C., Norman, J. M., Kustas, W. P., Houborg, R., and Starks, P.: A thermal-based remote sensing technique for routine mapping of land-surface carbon, water and energy fluxes from field to regional scales, Remote Sens. Environ., 112(12), 4227–4241, 2008. </reference>
		<reference numeration="2" content_type="text"> Aubinet, M., Grelle, A., Ibrom, A., Rannik, U., Moncrieff, J., Foken, T., Kowalski, A., Martin, P. H., Berbigier, P., Bernhofer, C., Clement, R., Elbers, J. A., Granier, A., Grunwald, T., Morgenstern, K., Pilegaard, K., Rebmann, C., Snijders, W., Valentini, R., and Vesala, T.: Estimates of the Annual Net Carbon and Water Exchange of Forest: The EUROFLUX Methodology, Adv. Ecol. Res., 30, 114–173, 2000. </reference>
		<reference numeration="3" content_type="text"> Bange, J., Zittel, P., Spiess, T., Uhlenbrock, J., and Beyrich, F.: A new method for the determination of area-averaged turbulent surface fluxes from low-level flights using inverse models, Bound.-Lay. Meteorol., 119(3), 527–561, 2006. </reference>
		<reference numeration="4" content_type="text"> Bastiaanssen, W. G. M., Noordman, E. J. M., Pelgrum, H., Davids, G., Thoreson, B. P., and Allen, R. G.: SEBAL model with remotely sensed data to improve water-resources management under actual field conditions, J. Irrig. Drain. E-Asce, 131, 85–93, 2005. </reference>
		<reference numeration="5" content_type="text"> Boegh, E., Soegaard, H., and Thomsen, A.: Evaluating evapotranspiration rates and surface conditions using Landsat TM to estimate atmospheric resistance and surface resistance, Remote Sens. Environ., 79(2–3), 329–343, 2002. </reference>
		<reference numeration="6" content_type="text"> Boegh, E. and Soegaard, H.: Remote sensing based estimation of evapotranspiration rates, Int. J. Remote Sens., 25(13), 2535–2551, 2004. </reference>
		<reference numeration="7" content_type="text"> Camps, A., Vall-llossera, N., and Duffo, N.: Performance of sea surface salinity and soil moisture retrieval algorithms with different auxiliary datasets in 2-D L-band aperture synthesis interferometric radiometers, IEEE T. Geosci. Remote, 43(5), 1189–1200, 2005. </reference>
		<reference numeration="8" content_type="text"> Choudhury, B. J. and DiGirolamo, N. E.: A biophysical process-based estimate of global land surface evaporation using satellite and ancillary data - I. Model description and comparison with observations, J. Hydrol., 205(3–4), 164–185, 1998. </reference>
		<reference numeration="9" content_type="text"> Colaizzi, P. D., Evetta, S. R., Howella, T. A., and Tolka, J. A.: Comparison of aerodynamic and radiometric surface temperature using precision weighing lysimeters, Remote Sensing and Modelling of Ecosystems for Sustainability, edited by: Gao, W. and Shaw, D R., Proceedings of the SPIE, 5544, 215–229, doi:10.1117/12.559503, Bellingham, WA, 2004. </reference>
		<reference numeration="10" content_type="text"> Coll, C., Caselles, V., Rubio, E., Valor, E., Sospedra, F., Baret, F., Prevot, L., and Jacob, F.:Temperature and emissivity extracted from airborne multi-channel data in the ReSeDA experiment, Agronomie, 22(6), 567–573, 2002. </reference>
		<reference numeration="11" content_type="text"> Crawford, T. L. and Dobosy, R. J.: A sensitive fast response probe to measure turbulence and heat flux from any airplane, Bound.-Lay. Meteorol., 59, 257–278, 1992. </reference>
		<reference numeration="12" content_type="text"> Crawford, T. L., Dobosy, R. J., McMillen, R. T., Vogel, C. A., and Hicks, B. B.: Air-surface exchange measurement in heterogeneous regions: extending tower observations with spatial structure observed from small aircraft, Glob. Change Biol., 2, 275–285, 1996. </reference>
		<reference numeration="13" content_type="text"> Crow, W. T., Li, F. Q., and Kustas, W. P.: Intercomparison of spatially distributed models for predicting surface energy flux patterns during SMACEX, J. Hydrometeorol., 6(6), 941–953, 2005. </reference>
		<reference numeration="14" content_type="text"> De Arellano, J. V., Gioli, B., Miglietta, F., Jonker, H. J. J., Baltink, H. K., Hutjes, R. W. A., and Holtslag, A. A. M.: Entrainment process of carbon dioxide in the atmospheric boundary layer, J. Geophys. Res.-Atmos., 109(D18), D18110, doi:10.1029/2004JD004725, 2004. </reference>
		<reference numeration="15" content_type="text"> Desjardins, R. L., MacPherson, J. I., Schuepp, P. H., and Karanji, F.: An evaluation of aircraft measurements of CO&lt;sub&gt;2&lt;/sub&gt;, water vapour and sensible heat, Bound.-Lay. Meteorol., 47, 55–69, 1989. </reference>
		<reference numeration="16" content_type="text"> Desjardins, R. l., Hart, R. l., Macpherson, J. I., Schuepp, P. H., and Verma, S. B.: Aircraft-based and tower-based fluxes of carbon-dioxide, latent, and sensible heat, J. Geophys. Res.-Atmos., 97(D17), 18477–18485, 1992. </reference>
		<reference numeration="17" content_type="text"> Dirmeyer, P. A.: Vegetation as a Feedback Mechanism in Mid-Latitude Drought, J. Climate, 7, 1463–1483, 1994. </reference>
		<reference numeration="18" content_type="text"> Dolman, A. J., Ronda, R., Miglietta, F., and Ciais, P.: Regional measurement and modelling of carbon balances, SEB Exp. Biol. Ser., 203, 93–108, 2005. </reference>
		<reference numeration="19" content_type="text"> Dolman, A., Noilhan, J., Durand, P., Sarrat, C., Brut, A., Butet, A., Jarosz, N., Brunet, Y., Loustau, D., Lamaud, E., Tolk, L., Ronda, R., Miglietta, F., Gioli, B., Magliulo, E., Esposito, M., Gerbig, C., Koerner, S., Galdemard, P., Ramonet, M., Ciais, P., Neininger, B., Hutjes, R., Elbers, J., Warnecke, T., Landa, G., Sanz, M., Scholz, Y., and Facon, G.: CERES, the Carboeurope Regional Experiment Strategy in: les Landes, South West France, May–June 2005, B. Am. Meteorol. Soc., 87, 1367–1379, 2006. </reference>
		<reference numeration="20" content_type="text"> Driedonks, A. G. M. and Tennekes, H.: Entrainment effects in the well-mixed atmospheric boundary-layer, Bound.-Lay. Meteorol., 30(1–4), 75–105, 1984. </reference>
		<reference numeration="21" content_type="text"> Foken, T., Göckede, M., Mauder, M., Mahrt, L., Amiro, B. D., and Munger, J. W.: Post-field data quality control, in: Handbook of Micrometeorology: A Guide for Surface Flux Measurement and Analysis, edited by: Lee, X., Massman, W, and Law, B., Kluwer, Dordrecht, 181–208, 2004. </reference>
		<reference numeration="22" content_type="text"> Gioli, B., Miglietta, F., De Martino, B., Hutjes, R. W. A., Dolman, H. A. J., Lindroth, A., Schumacher, M., Sanz, M. J., Manca, G., Peressotti, A., and Dumas, E. J.: Comparison between tower and aircraft-based eddy covariance fluxes in five European regions, Agr. Forest Meteorol., 127(1–2), 1–16, 2004. </reference>
		<reference numeration="23" content_type="text"> Granger, R. J.: Satellite-derived estimates of evapotranspiration in the Gediz basin, J. Hydrol., 229(1–2), 70–76, 2000. </reference>
		<reference numeration="24" content_type="text">Hewison, T. J.: Airborne measurements of forest and agricultural land surface emissivity at millimeter wavelengths, IEEE T. Geosci. Remote, 39(2), 393–400, 2001. </reference>
		<reference numeration="25" content_type="text"> Isaac, P. R., McAneney, J., Coppin, P., and Hacker, J.: Comparison of aircraft and ground-based flux measurements during OASIS95, Bound.-Lay. Meteorol., 110, 39–67, 2004. </reference>
		<reference numeration="26" content_type="text"> Jarvis, P. G. and McNaughton, K. G.: Stomatal control of transpiration: scaling up from leaf to region, Adv. Ecol. Res., 15, 1–49, 1986. </reference>
		<reference numeration="27" content_type="text"> Kaimal, J. C. and Finnigan, J. J.: Atmospheric Boundary Layer Flows – Their Structure and Measurement, Oxford University Press, New York, NY, 289~pp., 1994. </reference>
		<reference numeration="28" content_type="text"> Kalma, J. D. and Jupp, D. L. B.: Estimating evaporation from pasture using infrared thermometry – evaluation of a one-layer resistance model, Agr. Forest Meteorol., 51(3–4), 223–246, 1990. </reference>
		<reference numeration="29" content_type="text"> Kustas, W. P., Choudhury, B. J., Moran, M. S., Reginato, R. D., Jackson, R. D., Gay, L. W., and Weaver, H. L.: Determination of sensible heat flux over sparse canopy using thermal infrared data, Agr. Forest Meteorol., 44, 197–216, 1989. </reference>
		<reference numeration="30" content_type="text"> Mahrt, L., Moore E., Vickers, D., and Jensen, N. O.: Dependence of turbulent and mesoscale velocity variances on scale and stability, J. Appl. Meteor., 40, 628–641, 2001. </reference>
		<reference numeration="31" content_type="text"> Mahrt, L. and Vickers, D.: Bulk formulation of the surface heat flux, Bound.-Lay. Meteorol., 110, 357–379, 2004. </reference>
		<reference numeration="32" content_type="text"> Massman, W. J.: A model study of kB_H-1 for vegetated surfaces using `localized near-field&apos; Lagrangian theory, J. Hydrol., 223, 27–43, 1999. </reference>
		<reference numeration="33" content_type="text"> Miglietta, F., Gioli, B., Hutjes, R. W. A., and Reichstein, M.: Net regional ecosystem CO2 exchange from airborne and ground-based eddy covariance, land-use maps and weather observations, Glob. Change Biol., 13(3), 548–560, 2007. </reference>
		<reference numeration="34" content_type="text"> Monteith, J. L.: Principles of environmental physics, Edward Arnold, London, 241~pp., 1973. </reference>
		<reference numeration="35" content_type="text"> Rampanelli, G. and Zardi, D.: A method to determine the capping inversion of the convective boundary layer, J. Appli. Meteorol., 43(6), 925–933, 2004. </reference>
		<reference numeration="36" content_type="text"> Roerink, G. J., Su, Z., and Menenti, M.: S-SEBI: A simple remote sensing algorithm to estimate the surface energy balance, Phys. Chem. Earth B, 25(2), 147–157, 2000. </reference>
		<reference numeration="37" content_type="text"> Sarrat, C., Noilhan, J., Lacarrére, P., Ceschia, E., Ciais, P., Dolman, A. J., Elbers, J. A., Gerbig, C., Gioli, B., Lauvaux, T., Miglietta, F., Neininger, B., Ramonet, M., Vellinga, O., and Bonnefond, J. M.: Mesoscale modelling of the CO&lt;sub&gt;2&lt;/sub&gt; interactions between the surface and the atmosphere applied to the April 2007 CERES field experiment, Biogeosciences, 6, 633–646, 2009. </reference>
		<reference numeration="38" content_type="text"> Schmugge, T. J., Becker, F., and Li, Z.-L.: Spectral emissivity variations observed in airborne surface temperature measurements, Remote Sens. Environ., 35, 95–104, 1991. </reference>
		<reference numeration="39" content_type="text"> Senff, C., Bosenberg, J., and Peters, G.: Measurement of water-vapor flux profiles in the convective boundary-layer with lidar and radar-rass, J. Atmos. Ocean. Tech., 11(1), 85–93, 1994. </reference>
		<reference numeration="40" content_type="text"> Seth, A. and Giorgi, F.: Three-Dimensional Model Study of Mesoscale Circulations Induced by Vegetation, J. Geophys. Res., 101, 7371–7391, 1996. </reference>
		<reference numeration="41" content_type="text"> Steduto, P. and Hsiao, T. C.: Maize canopies under two soil water regimes – II. Seasonal trends of evapotranspiration, carbon dioxide assimilation and canopy conductance, and as related to leaf area index, Agr. Forest Meteorol., 89(3–4), 185–200, 1998. </reference>
		<reference numeration="42" content_type="text"> Stull, R. B.: An Introduction to Boundary Layer Meteorology, Kluwer Academic Publishers, Dordrecht, 1988. </reference>
		<reference numeration="43" content_type="text"> Su, H. B., Schmid, H. P., Grimmond, C. S. B., Vogel, C. S., and Curtis, P. S.: Is flux divergence in the tower layer important In estimating annual nee using eddy-covariance measurements?, Conference on Agricultural and Forest Meteorology, Amer. Meterol. Soc., 2004. </reference>
		<reference numeration="44" content_type="text"> Trigo, I. F., Monteiro, I. T., Olesen, F., and Kabsch, E.: An assessment of remotely sensed land surface temperature, J. Geophys. Res., 113, D17108, doi:10.1029/2008JD010035, 2008. </reference>
		<reference numeration="45" content_type="text"> Troufleau, D., Lhomme, J. P., Monteny, B., and Vidal, A.: Sensible heat flux and radiometric temperature over sparse sahelian vegetation. I. An experimental analysis of the kB-1 parameter, J. Hydrol., 188–189, 815–838, 1997. </reference>
		<reference numeration="46" content_type="text"> Vall-llossera, M., Camps, A., Corbella, I.,Torres, F., Duffo, N., Monerris, A., Sabia, R., Selva, D., Antolín, C., López-Baeza, E., Ferrer, J. F. and Saleh, K.: SMOS REFLEX 2003: L-Band Emissivity Characterization of Vineyards, IEEE T. Geosci. Remote, 43(5), 973–981, 2003. </reference>
		<reference numeration="47" content_type="text"> Vickers, D. and Mahrt, L.: The Cospectral Gap and Turbulent Flux Calculations, J. Atmos. Ocean. Tech., 20(5), 660–672, 2003. </reference>
		<reference numeration="48" content_type="text"> Vidal, A. and Perrier, A.: Analysis of a simplified relation for estimating daily evapotranspiration from satellite thermal ir data, Int. J. Remote Sens., 10(8), 1327–1337, 1989. </reference>
	</references>
</article>

