<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.atmos-meas-tech-discuss.net/inc/amtd/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Atmospheric Measurement Techniques Discussions</journal_title>
		<journal_url>www.atmos-meas-tech-discuss.net</journal_url>
		<eissn>1867-8610</eissn>
		<volume_number>3</volume_number>
		<issue_number>3</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/amtd-3-1971-2010</doi>
	<article_url>http://www.atmos-meas-tech-discuss.net/3/1971/2010/</article_url>
	<abstract_html>http://www.atmos-meas-tech-discuss.net/3/1971/2010/amtd-3-1971-2010.html</abstract_html>
	<fulltext_pdf>http://www.atmos-meas-tech-discuss.net/3/1971/2010/amtd-3-1971-2010.pdf</fulltext_pdf>
	<start_page>1971</start_page>
	<end_page>2012</end_page>
	<publication_date>2010-05-03</publication_date>
	<article_title content_type="html">Accounting for surface reflectance anisotropy in satellite retrievals of tropospheric NO&lt;sub&gt;2&lt;/sub&gt;</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>Y. Zhou</name>
		</author>
		<author numeration="2" affiliations="1">
			<name>D. Brunner</name>
			<email>dominik.brunner@empa.ch</email>
		</author>
		<author numeration="3" affiliations="2">
			<name>R. J. D. Spurr</name>
		</author>
		<author numeration="4" affiliations="3">
			<name>K. F. Boersma</name>
		</author>
		<author numeration="5" affiliations="3">
			<name>M. Sneep</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>C. Popp</name>
		</author>
		<author numeration="7" affiliations="1">
			<name>B. Buchmann</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Empa, Swiss Federal Laboratories for Materials Research and Testing, Dübendorf, Switzerland</affiliation>
		<affiliation numeration="2" content_type="html">RT solutions Inc., 9 Channing St., Cambridge, MA 02138, USA</affiliation>
		<affiliation numeration="3" content_type="html">Royal Netherlands Meteorological Institute, KNMI, De Bilt, The Netherlands</affiliation>
	</affiliations>
	<abstract content_type="html">Surface reflectance is a key parameter in satellite trace gas retrievals in
the UV/visible range and in particular for the retrieval of nitrogen dioxide
(NO&lt;sub&gt;2&lt;/sub&gt;) vertical tropospheric columns (VTCs). Current operational
retrievals rely on coarse-resolution reflectance data and do not account for
the generally anisotropic properties of surface reflectance. Here we present
a NO&lt;sub&gt;2&lt;/sub&gt; VTC retrieval that uses MODIS bi-directional reflectance
distribution function (BRDF) data at high temporal (8 days) and spatial (1 km&amp;times;1 km)
resolution in combination with the LIDORT radiative transfer
model to account for the dependence of surface reflectance on viewing and
illumination geometry. The method was applied to two years of NO&lt;sub&gt;2&lt;/sub&gt;
observations from the Ozone Monitoring Instrument (OMI) over Europe. Due to
its wide swath, OMI is particularly sensitive to BRDF effects. Using
representative BRDF parameters for various land surfaces, we found that in
July (low solar zenith angles) and November (high solar zenith angles) and
for typical viewing geometries of OMI, differences between MODIS black-sky
albedos and surface bi-directional reflectances are of the order of 0–10% and
0–40%, respectively, depending on the position of the OMI
pixel within the swath. In the retrieval, black-sky albedo was treated as a
Lambertian (isotropic) reflectance, while for BRDF effects we used the
kernel-based approach in the MODIS BRDF product. Air Mass Factors were
computed using the LIDORT radiative transfer model based on these surface
reflectance conditions. Differences in NO&lt;sub&gt;2&lt;/sub&gt; VTCs based on the Lambertian
and BRDF approaches were found to be of the order of 0–3% in July and
0–20% in November with the extreme values found at large viewing angles.
The much larger differences in November are partly due to higher solar
zenith angles and partly to the choice of a priori NO&lt;sub&gt;2&lt;/sub&gt; profiles – the latter
typically have more pronounced maxima in the boundary layer during the cold
season. However, BRDF impacts vary considerably across Europe due to changes
in land surface type and increasing solar zenith angles at higher latitude.
Finally, we compare BRDF-based NO&lt;sub&gt;2&lt;/sub&gt; VTCs with those retrieved using the
GOME/TOMS Lambertian equivalent reflectance (LER) data set. Our results
indicate that the specific choice of albedo data set is even more important
than accounting for surface BRDF effects, and this again demonstrates the
strong requirement for more accurate surface reflectance data sets.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Acarreta, J. R., De Haan, J. F., and Stammes, P.: Cloud pressure retrieval using the O&lt;sub&gt;2&lt;/sub&gt;-O&lt;sub&gt;2&lt;/sub&gt; absorption band at 477 nm, J. Geophys. Res., 109, D05204, doi:10.1029/2003JD003915, 2004. </reference>
		<reference numeration="2" content_type="text"> Bicheron, P. and Leroy, M.: Bidirectional reflectance distribution function signatures of major biomes observed from space, J. Geophys. Res., 105, 26669–26681, 2000. </reference>
		<reference numeration="3" content_type="text"> Boersma, K. F., Eskes, H. J., and Brinksma, E. J.: Error analysis for tropospheric NO&lt;sub&gt;2&lt;/sub&gt; retrieval from space, J. Geophys. Res., 109, D04311, doi:10.1029/2003JD003962, 2004. </reference>
		<reference numeration="4" content_type="text"> Boersma, K. F., Eskes, H. J., Veefkind, J. P., Brinksma, E. J., van der A, R. J., Sneep, M., van den Oord, G. H. J., Levelt, P. F., Stammes, P., Gleason, J. F., and Bucsela, E. J.: Near-real time retrieval of tropospheric NO&lt;sub&gt;2&lt;/sub&gt; from OMI, Atmos. Chem. Phys., 7, 2103–2118, 2007. </reference>
		<reference numeration="5" content_type="text"> Boersma, K. F., Dirksen, R. J., Veefkind, J. P., Eskes, H. J., and Van der A, R. J.: Dutch OMI NO&lt;sub&gt;2&lt;/sub&gt; (DOMINO) data product HE5 data file user manual, TEMIS website. http://www.temis.nl/airpollution/no2.html, 2009a. </reference>
		<reference numeration="6" content_type="text"> Boersma, K. F., Jacob, D. J., Trainic, M., Rudich, Y., DeSmedt, I., Dirksen, R., and Eskes, H. J.: Validation of urban NO&lt;sub&gt;2&lt;/sub&gt; concentrations and their diurnal and seasonal variations observed from the SCIAMACHY and OMI sensors using in situ surface measurements in Israeli cities, Atmos. Chem. Phys., 9, 3867–3879, 2009b. </reference>
		<reference numeration="7" content_type="text"> Bovensmann, H., Burrows, J. P., Buchwitz, M., Frerick, J., Noel, S., Rozanov, V. V., Chance, K. V., and Goede, A. P. H.: SCIAMACHY: Mission objectives and measurement modes, J. Atmos. Sci., 56, 127–150, 1999. </reference>
		<reference numeration="8" content_type="text"> Burrows, J. P., Weber, M., Buchwitz, M., Rozanov, V., Ladstätter-Weissenmayer, A., Richter, A., DeBeek, R., Hoogen, R., Bramstedt, K., Eichmann, K.-U., Eisinger, M., and Perner, D.: The Global Ozone Monitoring Experiment (GOME): Mission Concept and First Scientific Results, J. Atmos. Sci., 56, 151–175, 1999. </reference>
		<reference numeration="9" content_type="text"> Cox, C. and Munk, W.: Statistics of the Sea Surface Derived from Sun Glitter, J. Mar. Res., 13, 198–227, 1954. </reference>
		<reference numeration="10" content_type="text"> Dentener, F., van Weele, M., Krol, M., Houweling, S., and van Velthoven, P.: Trends and inter-annual variability of methane emissions derived from 1979–1993 global CTM simulations, Atmos. Chem. Phys., 3, 73–88, 2003. </reference>
		<reference numeration="11" content_type="text"> Diner, D. J., Beckert, J. C., Reilly, T. H., Bruegge, C. J., Conel, J. E., Kahn, R. A., Martonchik, J. V., Ackerman, T. P., Davies, R., Gerstl, S. A. W., Gordon, H. R., Muller, J. P., Myneni, R. B., Sellers, P. J., Pinty, B., and Verstraete, M. M.: Multi-angle Imaging SpectroRadiometer (MISR) – Instrument description and experiment overview, IEEE Trans. Geosci. Remote Sens., 36, 1072–1087, 1998. </reference>
		<reference numeration="12" content_type="text"> Diner, D. J., Braswell, B. H., Davies, R., Gobron, N., Hu, J. N., Jin, Y. F., Kahn, R. A., Knyazikhin, Y., Loeb, N., Muller, J. P., Nolin, A. W., Pinty, B., Schaaf, C. B., Seiz, G., and Stroeve, J.: The value of multiangle measurements for retrieving structurally and radiatively consistent properties of clouds, aerosols, and surfaces, Rem. Sens. Environ., 97, 495–518, 2005. </reference>
		<reference numeration="13" content_type="text"> Engelsen, O., Pinty, B., Verstraete, M. M., and Martonchik, J.: Parametric surface bidirectional reflectance factor models for atmospheric radiative transfer modeling, Geoscience and Remote Sensing Symposium Proceedings, IGARSS&apos;98, 713–715, 1998. </reference>
		<reference numeration="14" content_type="text"> Gao, F., Schaaf, C. B., Strahler, A. H., Jin, Y., and Li, X.: Detecting vegetation structure using a kernel-based BRDF model, Rem. Sens. Environ., 86, 198–205, 2003. </reference>
		<reference numeration="15" content_type="text"> Herman, J. R. and Celarier, E. A.: Earth surface reflectivity climatology at 340–380 nm from TOMS data, J. Geophys. Res., 102, 28003–028011, 1997. </reference>
		<reference numeration="16" content_type="text"> Huijnen, V., Eskes, H. J., Poupkou, A., Elbern, H., Boersma, K. F., Foret, G., Sofiev, M., Valdebenito, A., Flemming, J., Stein, O., Gross, A., Robertson, L., D&apos;Isidoro, M., Kioutsioukis, I., Friese, E., Amstrup, B., Bergstrom, R., Strunk, A., Vira, J., Zyryanov, D., Maurizi, A., Melas, D., Peuch, V.-H., and Zerefos, C.: Comparison of OMI NO&lt;sub&gt;2&lt;/sub&gt; tropospheric columns with an ensemble of global and European regional air quality models, Atmos. Chem. Phys., 10, 3273–3296, 2010. </reference>
		<reference numeration="17" content_type="text"> Jin, Y. F., Schaaf, C. B., Gao, F., Li, X. W., Strahler, A. H., Lucht, W., and Liang, S. L.: Consistency of MODIS surface bidirectional reflectance distribution function and albedo retrievals: 2. Validation, J. Geophys. Res., 108(15), 4159, doi:10.1029/2002jd002804, 2003. </reference>
		<reference numeration="18" content_type="text"> Justice, C. O., Vermote, E., Townshend, J. R. G., Defries, R., Roy, D. P., Hall, D. K., Salomonson, V. V., Privette, J. L., Riggs, G., Strahler, A., Lucht, W., Myneni, R. B., Knyazikhin, Y., Running, S. W., Nemani, R. R., Wan, Z. M., Huete, A. R., van Leeuwen, W., Wolfe, R. E., Giglio, L., Muller, J. P., Lewis, P., and Barnsley, M. J.: The Moderate Resolution Imaging Spectroradiometer (MODIS): Land remote sensing for global change research, IEEE Trans. Geosci. Remote Sens., 36, 1228–1249, 1998. </reference>
		<reference numeration="19" content_type="text"> Kimes, D. S.: Dynamics of Directional Reflectance Factor Distributions for Vegetation Canopies, Appl. Optics, 22, 1364–1372, 1983. </reference>
		<reference numeration="20" content_type="text"> Knobelspiesse, K. D., Cairns, B., Schmid, B., Roman, M. O., and Schaaf, C. B.: Surface BRDF estimation from an aircraft compared to MODIS and ground estimates at the Southern Great Plains site, J. Geophys. Res., 113, D20105, doi:10.1029/2008JD010062, 2008. </reference>
		<reference numeration="21" content_type="text"> Koelemeijer, R. B. A., de Haan, J. F., and Stammes, P.: A database of spectral surface reflectivity in the range 335–772 nm derived from 5.5 years of GOME observations, J. Geophys. Res., 108, 4070, doi:10.1029/2002JD002429, 2003. </reference>
		<reference numeration="22" content_type="text"> Krijger, J. M., van Weele, M., Aben, I., and Frey, R.: Technical Note: The effect of sensor resolution on the number of cloud-free observations from space, Atmos. Chem. Phys., 7, 2881–2891, 2007. </reference>
		<reference numeration="23" content_type="text"> Lallart, P., Kahn, R., and Tanre, D.: POLDER2/ADEOSII, MISR, and MODIS/Terra reflectance comparisons, J. Geophys. Res., 113, D14S02, doi:10.1029/2007JD009656, 2008. </reference>
		<reference numeration="24" content_type="text"> Leroy, M., Deuze, J. L., Breon, F. M., Hautecoeur, O., Herman, M., Buriez, J. C., Tanre, D., Bouffies, S., Chazette, P., and Roujean, J. L.: Retrieval of atmospheric properties and surface bidirectional reflectances over land from POLDER/ADEOS, J. Geophys. Res., 102, 17023–17037, 1997. </reference>
		<reference numeration="25" content_type="text"> Levelt, P. F., Hilsenrath, E., Leppelmeier, G. W., van den Oord, G. H. J., Bhartia, P. K., Tamminen, J., de Haan, J. F., and Veefkind, J. P.: Science objectives of the Ozone Monitoring Instrument, IEEE Trans. Geosci. Remote Sens., 44, 1199–1208, doi:10.1109/TGRS.2006.872336 2006. </reference>
		<reference numeration="26" content_type="text"> Li, X. W. and Strahler, A. H.: Geometric-Optical Bidirectional Reflectance Modeling of a Conifer Forest Canopy, IEEE Trans. Geosci. Remote Sens., 24, 906–919, 1986. </reference>
		<reference numeration="27" content_type="text"> Li, X. W. and Strahler, A. H.: Geometric-Optical Bidirectional Reflectance Modeling of the Discrete Crown Vegetation Canopy – Effect of Crown Shape and Mutual Shadowing, IEEE Trans. Geosci. Remote Sens., 30, 276–292, 1992. </reference>
		<reference numeration="28" content_type="text"> Liang, S. L., Fang, H. L., Chen, M. Z., Shuey, C. J., Walthall, C., Daughtry, C., Morisette, J., Schaaf, C., and Strahler, A.: Validating MODIS land surface reflectance and albedo products: methods and preliminary results, Rem. Sens. Environ., 83, 149–162, 2002. </reference>
		<reference numeration="29" content_type="text"> Liu, J., Schaaf, C., Strahler, A., Jiao, Z., Shuai, Y., Zhang, Q., Roman, M., Augustine, J. A., and Dutton, E. G.: Validation of Moderate Resolution Imaging Spectroradiometer (MODIS) albedo retrieval algorithm: Dependence of albedo on solar zenith angle, J. Geophys. Res., 114, D01106, doi:10.1029/2008JD009969, 2009. </reference>
		<reference numeration="30" content_type="text"> Lucht, W., Schaaf, C. B., and Strahler, A. H.: An algorithm for the retrieval of albedo from space using semiempirical BRDF models, IEEE Trans. Geosci. Remote Sens., 38, 977–998, 2000. </reference>
		<reference numeration="31" content_type="text"> Munro, R., Eisinger, M., Anderson, C., Callies, J., Corpaccioli, E., Lang, R., Lefebvre, A., Livschitz, Y., and Perez Albinana, A.: GOME-2 on Metop: from in-orbit verification to routine operations, Proceedings of EUMETSAT Meteorological Satellite Conference, Helsinki, Finland, 2006. </reference>
		<reference numeration="32" content_type="text"> Nicodemus, F. E., Richmond, J. C., Hsia, J. J., Ginsberg, I. W., and Limperis, T.: Geometrical Considerations and Nomenclature for Reflectance, Washington, D.C.: National Bureau of Standards, US Department of Commerce, http://physics.nist.gov/Divisions/Div844/facilities/specphoto/pdf/geoConsid.pdf, 1977. </reference>
		<reference numeration="33" content_type="text"> Nolin, A., Armstrong, R., and Maslanik, J.: Near-real time SSM/I EASE grid daily global ice concentration and snow extent, Digital Media, National Snow and Ice Data Center, Boulder, CO, USA, 2005. </reference>
		<reference numeration="34" content_type="text"> Palmer, P. I., Jacob, D. J., Chance, K., Martin, R. V., Spurr, R. J. D., Kurosu, T. P., Bey, I., Yantosca, R., Fiore, A., and Li, Q. B.: Air mass factor formulation for spectroscopic measurements from satellites: Application to formaldehyde retrievals from the Global Ozone Monitoring Experiment, J. Geophys. Res., 106, 14539–14550, 2001. </reference>
		<reference numeration="35" content_type="text"> Roujean, J.-L., Leroy, M., and Deschamps, P.-Y.: A Bidirectional Reflectance Model of the Earth&apos;s Surface for the Correction of Remote Sensing Data, J. Geophys. Res., 97, 20455–20468, 1992. </reference>
		<reference numeration="36" content_type="text"> Salomon, J. G., Schaaf, C. B., Strahler, A. H., Feng, G., and Yufang, J.: Validation of the MODIS bidirectional reflectance distribution function and albedo retrievals using combined observations from the aqua and terra platforms, IEEE Trans. Geosci. Remote Sens., 44, 1555–1565, 2006. </reference>
		<reference numeration="37" content_type="text"> Schaepman-Strub, G., Schaepman, M. E., Painter, T. H., Dangel, S., and Martonchik, J. V.: Reflectance quantities in optical remote sensing–definitions and case studies, Rem. Sens. Environ, 103, 27–42, 2006. </reference>
		<reference numeration="38" content_type="text"> Schaub, D., Brunner, D., Boersma, K. F., Keller, J., Folini, D., Buchmann, B., Berresheim, H., and Staehelin, J.: SCIAMACHY tropospheric NO2 over Switzerland: estimates of NO&lt;sub&gt;x&lt;/sub&gt; lifetimes and impact of the complex Alpine topography on the retrieval, Atmos. Chem. Phys., 7, 5971–5987, 2007. </reference>
		<reference numeration="39" content_type="text"> Schoeberl, M. R., Douglass, A. R., Hilsenrath, E., Bhartia, P. K., Beer, R., Waters, J. W., Gunson, M. R., Froidevaux, L., Gille, J. C., Barnett, J. J., Levelt, P. E., and DeCola, P.: Overview of the EOS Aura Mission, IEEE Trans. Geosci. Remote Sens., 44, 1066–1074, 2006. </reference>
		<reference numeration="40" content_type="text"> Sneep, M., de Haan, J. F., Stammes, P., Wang, P., Vanbauce, C., Joiner, J., Vasilkov, A. P., and Levelt, P. F.: Three-way comparison between OMI and PARASOL cloud pressure products, J. Geophys. Res., 113, D15S23, doi:10.1029/2007JD008694, 2008. </reference>
		<reference numeration="41" content_type="text"> Spurr, R.: LIDORT and VLIDORT: Linearized pseudo-spherical scalar and vector discrete ordinate radiative transfer models for use in remote sensing retrieval problems, in: Light scattering reviews, edited by: Kokhanovsky, A., Berlin, Springer, 229–271, 2008. </reference>
		<reference numeration="42" content_type="text"> Spurr, R. J. D.: A new approach to the retrieval of surface properties from earthshine measurements, J. Quant. Spectrosc. Radiat. Transf., 83, 15–46, doi:10.1016/S0022-4073(02)00283-2, 2004. </reference>
		<reference numeration="43" content_type="text"> Strugnell, N. C., Lucht, W., and Schaaf, C.: A global albedo data set derived from AVHRR data for use in climate simulations, Geophys. Res. Lett., 28, 191–194, 2001. </reference>
		<reference numeration="44" content_type="text"> Vermote, E. F., El Saleous, N. Z., and Justice, C. O.: Atmospheric correction of MODIS data in the visible to middle infrared: first results, Rem. Sens. Environ, 83, 97–111, 2002. </reference>
		<reference numeration="45" content_type="text"> Vermote, E. F. and Kotchenova, S.: Atmospheric correction for the monitoring of land surfaces, J. Geophys. Res., 113, D23S90, doi:10.1029/2007JD009662, 2008. </reference>
		<reference numeration="46" content_type="text"> Wanner, W., Li, X., and Strahler, A. H.: On the Derivation of Kernels for Kernel-Driven Models of Bidirectional Reflectance, J. Geophys. Res., 100, 21077–21089, 1995. </reference>
		<reference numeration="47" content_type="text"> Wanner, W., Strahler, A. H., Hu, B., Lewis, P., Muller, J. P., Li, X., Schaaf, C. L. B., and Barnsley, M. J.: Global retrieval of bidirectional reflectance and albedo over land from EOS MODIS and MISR data: Theory and algorithm, J. Geophys. Res., 102, 17143–17161, 1997. </reference>
		<reference numeration="48" content_type="text"> Zhou, Y., Brunner, D., Boersma, K. F., Dirksen, R., and Wang, P.: An improved tropospheric NO&lt;sub&gt;2&lt;/sub&gt; retrieval for OMI observations in the vicinity of mountainous terrain, Atmos. Meas. Tech., 2, 401–416, 2009. </reference>
	</references>
</article>

