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	<journal>
		<journal_title>Hydrology and Earth System Sciences</journal_title>
		<journal_url>www.hydrol-earth-syst-sci.net</journal_url>
		<issn>1027-5606</issn>
		<eissn>1607-7938</eissn>
		<volume_number>13</volume_number>
		<issue_number>1</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/hess-13-57-2009</doi>
	<article_url>http://www.hydrol-earth-syst-sci.net/13/57/2009/</article_url>
	<abstract_html>http://www.hydrol-earth-syst-sci.net/13/57/2009/hess-13-57-2009.html</abstract_html>
	<fulltext_pdf>http://www.hydrol-earth-syst-sci.net/13/57/2009/hess-13-57-2009.pdf</fulltext_pdf>
	<start_page>57</start_page>
	<end_page>67</end_page>
	<publication_date>2009-01-26</publication_date>
	<article_title content_type="html">Estimating surface fluxes over the north Tibetan Plateau area with ASTER imagery</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>Weiqiang Ma</name>
			<email>wqma@lzb.ac.cn</email>
		</author>
		<author numeration="2" affiliations="1,2,3">
			<name>Yaoming Ma</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>Maoshan Li</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>Zeyong Hu</name>
		</author>
		<author numeration="5" affiliations="2">
			<name>Lei Zhong</name>
		</author>
		<author numeration="6" affiliations="5">
			<name>Zhongbo Su</name>
		</author>
		<author numeration="7" affiliations="4">
			<name>Hirohiko Ishikawa</name>
		</author>
		<author numeration="8" affiliations="1">
			<name>Jiemin Wang</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Laboratory for Climate Environment and Disasters of Western China, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou-Gansu 730000, China</affiliation>
		<affiliation numeration="2" content_type="html">Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing, China</affiliation>
		<affiliation numeration="3" content_type="html">School of Geography and Remote Sensing, Beijing Normal University, Beijing, China</affiliation>
		<affiliation numeration="4" content_type="html">Disaster Prevention Research Institute, Kyoto University, Kyoto, Japan</affiliation>
		<affiliation numeration="5" content_type="html">International Institute for Geo-Information Science and Earth Observation, Enschede, The Netherlands</affiliation>
	</affiliations>
	<abstract content_type="html">Surface fluxes are important boundary conditions for climatological modeling
and Asian monsoon system. The recent availability of high-resolution,
multi-band imagery from the ASTER (Advanced Space-borne Thermal Emission and
Reflection radiometer) sensor has enabled us to estimate surface fluxes to
bridge the gap between local scale flux measurements using
micrometeorological instruments and regional scale land-atmosphere exchanges
of water and heat fluxes that are fundamental for the understanding of the
water cycle in the Asian monsoon system. A parameterization method based on
ASTER data and field observations has been proposed and tested for deriving
surface albedo, surface temperature, Normalized Difference Vegetation Index
(NDVI), Modified Soil Adjusted Vegetation Index (MSAVI), vegetation coverage, Leaf
Area Index (LAI), net radiation flux, soil heat flux, sensible heat flux and
latent heat flux over heterogeneous land surface in this paper. As a case
study, the methodology was applied to the experimental area of the
Coordinated Enhanced Observing Period (CEOP) Asia-Australia Monsoon Project
(CAMP) on the Tibetan Plateau (CAMP/Tibet), located at the north Tibetan
Plateau. The ASTER data of 24 July 2001, 29 November 2001 and 12 March 2002
was used in this paper for the case of summer, winter and spring. To
validate the proposed methodology, the ground-measured surface variables
(surface albedo and surface temperature) and land surface heat fluxes (net
radiation flux, soil heat flux, sensible heat flux and latent heat flux)
were compared to the ASTER derived values. The results show that the derived
surface variables and land surface heat fluxes in three different months
over the study area are in good accordance with the land surface status.
Also, the estimated land surface variables and land surface heat fluxes are
in good accordance with ground measurements, and all their absolute
percentage difference (APD) is less than 10% in the validation sites. It
is therefore concluded that the proposed methodology is successful for the
retrieval of land surface variables and land surface heat fluxes using the
ASTER data and filed observation over the study area.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Baret, F. and Guyot, G.: Potentials and limits of vegetation indices for LAI and APAR assessment, Rem. Sens. Environ., 35, 161–173, 1997. </reference>
		<reference numeration="2" content_type="text"> Bastiaanssen, W. G. M.: Regionalization of Surface Flux Densities and Moisture Indicators in Composite Terrain, Ph.D. thesis, p. 143–161, Wageningen Agric. Univ., Wageningen, Netherlands, 1995. </reference>
		<reference numeration="3" content_type="text"> Bastiaanssen W. G. M.: Regionalization of surface fluxes and moisture indicators in composite terrain, PhD Thesis, Wageningen Agricultural University, 273 pp., 1995. </reference>
		<reference numeration="4" content_type="text"> Becker, F. and Li, Z.-L.: Towards a local split window method over land surfaces, Int. J. Remote Sens., 11, 369–393, 1990. </reference>
		<reference numeration="5" content_type="text"> Becker, F. and Li, Z.-L.: Surface temperature and emissivity at various scales: Definition, measurement and related problems, Rem. Sens. Rev., 12, 225–253, 1995. </reference>
		<reference numeration="6" content_type="text"> Berk, A., Bernstein, L. S., and Robertson, D. C.: MODTRAN: A moderate resolution model for LOTRAN-7, GL-TR-89-0122, Geophys. Lab., Hanscom Air Force Base, Mass., 1989. </reference>
		<reference numeration="7" content_type="text"> Che&apos;din, A., Scott, N. A., Wahiche, C., and Moulinier, P.: The improved initialisation inversion method: A high resolution physical method for temperature retrievals from Tiros-N series, J. Clim. Appl. Meteorol., 24, 124–143, 1985. </reference>
		<reference numeration="8" content_type="text"> Choi, T., Hong, J., Kim, J., et al.: Turbulent exchange of heat, water vapor, and momentum over a Tibetan prairie by eddy covariance and flux variance measurements, J. Geophys. Res., 109, D21106, doi:10.1029/2004JD004767,2004. </reference>
		<reference numeration="9" content_type="text"> Choudhury, B. J. and Monteith, J. L.: A four-layer model for the heat budget of homogeneous land surfaces, Q. J. Roy. Meteorol. Soc., 114, 373–398, 1988. </reference>
		<reference numeration="10" content_type="text"> Choudhury, B. J., Idso, S. B., and Reginato, R. J.: Analysis of an empirical model for soil heat flux under a growing wheat crop for estimating evaporation by infrared-temperature based energy balance equation, Agric. For. Meteorol., 39, 283–297, 1987. </reference>
		<reference numeration="11" content_type="text"> Clothier, B. E., Clawson, K. L., Pinter, P. J., Moran, M. S., Reginato, R. J., and Jackson, R. D.: Estimating of soil heat flux from net radiation during the growth of alfalfa, Agric. For. Meteorol., 37, 319–329, 1986. </reference>
		<reference numeration="12" content_type="text"> Daughtry, C. S. T., Kustas, W. P., Moran, M. S., Pinter, P. J., Jackson, R. D., Brown, P. W., Nichols, W. D., and Gay, L. W.: Spectral estimates of net radiation and soil heat flux, Rem. Sens. Environ., 32, 111–124, 1990. </reference>
		<reference numeration="13" content_type="text"> Hook, S. J., Gabell, A. R., Green, A. A., and Kealy, P. S.: A comparison of techniques for extracting emissivity information from thermal infrared data for geologic studies, Rem. Sens. Environ., 42, 123–135, 1992. </reference>
		<reference numeration="14" content_type="text"> Jia, L., Menenti, M., and Wang, J.: Estimation of area roughness length for momentum using remote sensing data and measurements in field, Chinese J. Atmos. Sci., 23, 632–640, 1999 (in Chinese with English abstract). </reference>
		<reference numeration="15" content_type="text"> Kahle, A. B. and Alley, R. E.: Separation of temperature and emittance in remotely sensed radiance measurements, Rem. Sens. Environ., 42, 107–112, 1992. </reference>
		<reference numeration="16" content_type="text"> Kenizys, F. X., Abreu, L. W., Anderson, G. P., et al.: The MODTRAN3/2 report and LODTRAN 7 model, edited by: Abreu, L. W. and Andson, G. P., contract F19628-91-C-0132,Phillips Lab., Geophys. Dir., Hanscom Air Force Base, Mass., 1996. </reference>
		<reference numeration="17" content_type="text"> Koepke, P., Kriebel, K. T., and Dietrich, B.: The effect of surface reflection and of atmospheric parameters on the short wave radiation budget, Adv. Space Res., 5, 353–354, 1985. </reference>
		<reference numeration="18" content_type="text"> Kustas, W. P., Choudhury, B. J., Moran, M. S., Reginato, R. J., Jackson, R. D., Gay, L. W., and Weaver, H. L.: Determination of sensible heat flux over sparse canopy using thermal infrared data, Agric. For. Meteorol., 44, 197–216, 1989. </reference>
		<reference numeration="19" content_type="text"> Kustas, W. P.: Estimates of evapotransiration with a one- and twolayer model of heat transfer over partial canopy cover, J. Appl. Meteorol., 29, 704–715, 1990. </reference>
		<reference numeration="20" content_type="text"> Kustas, W. P. and Daughtry, C. S. T.: Estimation of the soil heat flux/net radiation ratio from spectral data, Agric. For. Meteorol., 39, 205–223, 1990. </reference>
		<reference numeration="21" content_type="text"> Kustas, W. P. and Norman, J. M.: A two-source approach for estimating turbulent fluxes using multiple angle thermal infrared observations, Water Resour. Res., 33, 1495–1508, 1997. </reference>
		<reference numeration="22" content_type="text"> Li, Z.-L. and Becker, F.: Feasibility of land surface temperature and emissivity determination from AVHRR data, Rem. Sens. Environ., 43, 67–85, 1993. </reference>
		<reference numeration="23" content_type="text"> Liang, S.: Narrowband to broadband conversions of land surface albedo I Algorithms [J], Rem. Sens. Environ., 76, 213–238, 2000. </reference>
		<reference numeration="24" content_type="text"> Liou, K. N.: An introduction to atmospheric radiation (Second Edition), China Meteorol. Press, Beijing, China, 2004. </reference>
		<reference numeration="25" content_type="text"> Ma, W.: Estimating regional heat surface fluxes over heterogeneous landscapes of the Tibetan Plateau by using ASTER data, PhD Thesis, Chinese Academy of Sciences, 2007. </reference>
		<reference numeration="26" content_type="text"> Ma, Y. and Tsukamoto, O.: Combining Satellite Remote Sensing With Field Observations for Land Surface Heat Fluxes Over Inhomogeneous Landscape, China Meteorol. Press, Beijing, China, 2002. </reference>
		<reference numeration="27" content_type="text"> Ma, Y., Tsukamoto, O., Wang, J., Ishikawa, H., and Tamagawa, I.: Analysis of aerodynamic and thermodynamic parameters over the grassy marshland surface of Tibetan Plateau, Prog. Nat. Sci., 12, 36–40, 2002a. </reference>
		<reference numeration="28" content_type="text"> Ma, Y., Su, Z., Li, Z.-L., Koike, T., and Menenti, M.: Determination of regional net radiation and soil heat flux densities over heterogeneous landscape of the Tibetan Plateau, Hydrol. Processes, 16(15), 2963–2971, 2002b. </reference>
		<reference numeration="29" content_type="text"> Ma, Y., Su, Z., Koike, T., Yao, T., Ishikawa, H., Ueno, K., and Menenti, M.: On measuring and remote sensing surface energy partitioning over the Tibetan Plateau–-From GAME/Tibet to CAMP/Tibet, Phys. Chem. Earth, 28, 63–74, 2003a. </reference>
		<reference numeration="30" content_type="text"> Ma, Y., Ishikawa, H., Tsukamoto, O., Menenti, M., Su, Z., Yao, T., Koike, T., and Yasunari, T.: Regionalization of surface fluxes over heterogeneous landscape of the Tibetan Plateau by using satellite remote sensing, J. Meteorol. Soc. Jpn., 81, 277–293, 2003b. </reference>
		<reference numeration="31" content_type="text"> Ma, Y., Fan, S., Ishikawa, H., Tsukamoto, O., Yao, T., Koike, T., Zuo, H., Hu, Z., and Su, Z.: Diurnal and inter-monthly variation of land surface heat fluxes over the central Tibetan Plateau area, Theor. Appl. Climatol., 80, 259–273, 2005. </reference>
		<reference numeration="32" content_type="text"> Ma, Y., Zhong, L., Su, Z., Ishikawa, H., Menenti, M., and Koike, T.: Determination of regional distributions and seasonal variations of land surface heat fluxes from Landsat-7 Ehanced Thematic Mapper data over the central Tibetan Plateau area, J. Geophys. Res., 111, D10305, doi:10.1029/2005JD006742, 2006. </reference>
		<reference numeration="33" content_type="text"> Ma, Y.: Determination of regional surface heat fluxes over heterogeneous landscapes by integrating satellite remote sensing with boundary layer observations, PhD Thesis, Wageningen University, 2006. </reference>
		<reference numeration="34" content_type="text"> Menenti, M., Bastiaanssen, W. G. M., and Van Eick, D.: Determination of hemispheric albedo with Thematic Mapper data, Rem. Sens. Environ., 28, 327–337, 1989. </reference>
		<reference numeration="35" content_type="text"> Menenti, M., Bastiaanssen, W. G. M., Hefny, K., and Abd EI Karim, M. H.: Mapping of ground water losses by evaporation in the Western Desert of Egypt, Rep. 43, p. 1–116, DLO Winand Staring Cent., Wageningen, Netherlands, 1991. </reference>
		<reference numeration="36" content_type="text"> Menenti, M. and Choudhury, B. J.: Parameterization of land surface evaporation by means of location dependent potential evaporation and surface temperature range, in: Exchange Processes at the Land Surface for a Range of Space and Time Scales, edited by: Bolle, H. J., Feddes, R. A., and Kalma, J. D., IAHS Publ., 212, 561–568, 1993. </reference>
		<reference numeration="37" content_type="text"> Norman, J. M., Kustas, W. P., and Humes, K. S.: A two-source approach for estimating soil and Vegetation energy fluxes from observations of directional radiometric surface temperature, Agric. For. Meteorol., 77, 263–293, 1995. </reference>
		<reference numeration="38" content_type="text"> Paulson, C. A.: The mathematic representation of wind speed and temperature profiles in the unstable atmospheric surface layer, J. Appl. Meteorol., 9, 856–861, 1970. </reference>
		<reference numeration="39" content_type="text"> Pinker, R. T.: Satellites and our understanding of the surface energy balance, Paleogr. Palaeoclimatol. Palaeoecol., 82, 321–342, 1990. </reference>
		<reference numeration="40" content_type="text"> Price, J. C.: Estimating vegetation amount from visible and near infrared albedo, Rem. Sens. Environ., 41, 29–34, 1992. </reference>
		<reference numeration="41" content_type="text"> Qi, J., Chehbouni, A., Huete, A. R., Kerr, Y. H., and Sorooshian, S.: A modified soil adjusted vegetation index, Rem. Sens. Environ., 48, 119–126, 1994. </reference>
		<reference numeration="42" content_type="text"> Kato. S. and Yamaguchi, Y.: Analysis of urban heat-island effect using ASTER and ETM+ Data: Separation of anthropogenic heat discharge and natural heat radiation from sensible heat flux, Rem. Sens. Environ., 99, 44–54, 2005. </reference>
		<reference numeration="43" content_type="text"> Schmugge, T. J., Hook, S., and Kahle, A.: TIMS observation of surface emissivity in HAPEX-Sahel, paper presented at International Geoscience and Remote Sensing Symposium, Inst. of Electr. and Electron. Eng., Florence, Italy, July, 1995. </reference>
		<reference numeration="44" content_type="text"> Sellers, P. J., Rasool, S. I., and Bolle, H. J.: A review of satellite data algorithms for studies of the land surface, B. Am. Meteorol. Soc., 71, 1429–1447, 1990. </reference>
		<reference numeration="45" content_type="text"> Shunlin Liang: Narrowband to broadband conversions of land surface albedo, Rem. Sens. Environ., 76, 213–238, 2001. </reference>
		<reference numeration="46" content_type="text"> Sobrino, J. A. and Raissouni, N.: Toward remote sensing methods for land cover dynamic monitoring: application to Morocco, Int. J. Rem. Sens., 21(2), 353–366, 2000. </reference>
		<reference numeration="47" content_type="text"> Stanhill, G.: A simple instrument for the ground measurement of turbulent diffusion flux, J. Appl. Meteorol., 8, 509–513, 1969. </reference>
		<reference numeration="48" content_type="text"> Su, Z.: The Surface Energy Balance System (SEBS) for estimation of turbulent heat fluxes, Hydrol. Earth Syst. Sci., 6, 85–100, 2002. </reference>
		<reference numeration="49" content_type="text"> Susskind, J., Rosenfield, J., Renter, D., and Chahine, M. T.: Remote sensing of weather and climate parameters from HIRS2/MSU on TIROS-N, J. Geophys. Res., 89, 4677–4697, 1984. </reference>
		<reference numeration="50" content_type="text"> Tucker, C. J. (Ed.): Monitoring the grasslands of semi-arid Africa using NOAA AVHRR data, Int. J. Remote Sens., 7–11, 1383–1622, 1986. </reference>
		<reference numeration="51" content_type="text"> Wan, Z. and Dozier, J.: Land surface temperature measurement from space: Physical principles and inverse modelling, IEEE Trans. Geosci. Remote Sens., 27, 268–278, 1989. </reference>
		<reference numeration="52" content_type="text"> Wang, J., Ma, Y., Menenti, M., Bastiaanssen, W. G. M., and Mistsuta, Y.: The scaling-up of processes in the heterogeneous landscape of HEIFE with the aid of satellite remote sensing, J. Meteorol. Soc. Jpn., 73, 1235–1244, 1995. </reference>
		<reference numeration="53" content_type="text"> Watson, K., Kruse, F., and Hummer-Miler, S.: Thermal infrared exploration in the Carlin trend, Geophysics, 55, 70–79, 1990. </reference>
		<reference numeration="54" content_type="text"> Oku, Y. and Ishikawa, H.: Estimation of Land Surface Temperature over the Tibetan Plateau Using GMS Data, J. Appl. Meteorol., 43, 548–561, 2004. </reference>
		<reference numeration="55" content_type="text"> Oku, Y., Ishikawa, H., and Su, Z.: Estimation of Land Surface Energy Fluxes over the Tibetan Plateau using GMS Data, J. Appl. Meteorol. Climatol., 46(2), 183–195, 2007. </reference>
		<reference numeration="56" content_type="text"> Yamaguchi, Y., Kahle, A. B., Tsu, H., Kawakami, T., and Pniel, M.: Overview of the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER), Trans. Geosci. Remote Sens., 36(4), 1062–1071, 1998. </reference>
		<reference numeration="57" content_type="text"> Yanai, M., Li, C., and Song, Z.: Seasonal heating of the Tibetan Plateau and its effects on the evolution of the Asian summer monsoon, J. Meteorol. Soc. Jpn., 70, 319–351, 1992. </reference>
		<reference numeration="58" content_type="text"> Yang, K., Tamai, N., and Koike, T.: Analytical solution of surface layer similarity equations, J. Appl. Meteorol., 40, 1647–1653, 2001. </reference>
		<reference numeration="59" content_type="text"> Yang, K., Koike, T., Fujii, H., Tamagawa, K., and Hirose, N.: Improvement of surface flux parameterizations with a turbulence-related length, Q. J. Roy. Meteorol. Soc., 128B, 2073–2088, 2002. </reference>
		<reference numeration="60" content_type="text"> Yang, K., Koike, T., and Yang, D.: Surface flux parameterization in the Tibetan Plateau, Bound. Lay. Meteorol., 116, 245–262, 2003. </reference>
		<reference numeration="61" content_type="text"> Yang, K., Koike, T., Ishikawa, H., and Ma, Y.:, Analysis of the surface energy budget at a site of GAME/Tibet using a single-source model, J. Meteorol. Soc. Jpn., 82, 131–153, 2004. </reference>
		<reference numeration="62" content_type="text"> Ye, D. and Gao, Y.: The Meteorology of the Qinghai-Xizang (Tibet) Plateau, Sci. Press, Beijing, p. 1–278, 1979 (in Chinese). </reference>
		<reference numeration="63" content_type="text"> Ye, D.: Some characteristics of the summer circulation over the Qinghai-Xizang (Tibet) Plateau and its neighborhood, B. Am. Meteorol. Soc, 62, 14–19, 1981. </reference>
		<reference numeration="64" content_type="text"> Ye, D. and Wu, G.: The role of the heat source of the Tibetan Plateau in the general circulation, Meteorol. Atmos. Phys., 67, 181–198, 1998. </reference>
		<reference numeration="65" content_type="text"> Zuo, H., Hu, Y., Li, D., Lu, S., and Ma, Y.: Seasonal transition and its boundary characteristics in Amdo area of Tibetan Plateau, Prog. Nat. Sci., 15, 239–245, 2005. </reference>
	</references>
</article>

