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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>5</volume_number>
		<issue_number>6</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/bg-5-1809-2008</doi>
	<article_url>http://www.biogeosciences.net/5/1809/2008/</article_url>
	<abstract_html>http://www.biogeosciences.net/5/1809/2008/bg-5-1809-2008.html</abstract_html>
	<fulltext_pdf>http://www.biogeosciences.net/5/1809/2008/bg-5-1809-2008.pdf</fulltext_pdf>
	<start_page>1809</start_page>
	<end_page>1820</end_page>
	<publication_date>2008-12-23</publication_date>
	<article_title content_type="html">Meeting the challenge of mapping peatlands with remotely sensed data</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>O. N. Krankina</name>
			<email>olga.krankina@oregonstate.edu</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>D. Pflugmacher</name>
		</author>
		<author numeration="3" affiliations="2">
			<name>M. Friedl</name>
		</author>
		<author numeration="4" affiliations="3">
			<name>W. B. Cohen</name>
		</author>
		<author numeration="5" affiliations="1">
			<name>P. Nelson</name>
		</author>
		<author numeration="6" affiliations="2">
			<name>A. Baccini</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Oregon State Univ., Department of Forest Ecosystems and Society, 321 Richardson Hall, Corvallis, OR 97331, USA</affiliation>
		<affiliation numeration="2" content_type="html">Boston Univ., Department of Geography and Environment, 675 Commonwealth Ave., 4th Floor, Boston, MA 02215, USA</affiliation>
		<affiliation numeration="3" content_type="html">Forestry Sciences Laboratory, Pacific Northwest Research Station, USDA Forest Service, 3200 SW Jefferson Way, Corvallis, OR 97331, USA</affiliation>
	</affiliations>
	<abstract content_type="html">Boreal peatlands play a major role in carbon and water cycling and other
global environmental processes but understanding this role is constrained by
inconsistent representation of peatlands on, or omission from, many global
land cover maps. The comparison of several widely used global and
continental-scale databases on peatland distribution with a detailed map for
the St. Petersburg region of Russia showed significant under-reporting of
peatland area, or even total omission. Analysis of the spatial agreement and
disagreement with the detailed regional map indicated that the error of
comission (overestimation) was significantly lower than the error of
omission (underestimation) which means, that overall, peatlands were
correctly classified as such in coarse resolution datasets but a large
proportion (74–99%) was overlooked. The coarse map resolution alone
caused significant omission of peatlands in the study region. In comparison
to categorical maps, continuous field mapping approach utilizing MODIS
sensor data showed potential for a greatly improved representation of
peatlands on coarse resolution maps. Analysis of spectral signatures of
peatlands with different types of surface vegetation suggested that improved
mapping of boreal peatlands on categorical maps is feasible. The lower
reflectance of treeless peatlands in the near- and shortwave-infrared parts
of the electromagnetic spectrum is consistent with the spectral signature of
sphagnum mosses. However, when trees are present, the canopy architecture
appears to be more important in defining the overall spectral reflectance of
peatlands. A research focus on developing remote sensing methods for boreal
peatlands is needed for adequate characterization of their global
distribution.</abstract>
	<references>
		<reference numeration="1" content_type="text"> % vor jede Referenz Anisimov, O. A., Vaughan, D. G., Callaghan, T. V., Furgal, C., Marchant, H., Prowse, T. D., Vilhjálmsson, H., and Walsh, J. E.: Polar Regions (Arctic and Antarctic), in: Climate Change 2007, Impacts, Adaptation and Vulnerability, Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Parry, M. L., Canziani, O. F., Palutikof, J. P., Van der Linden, P. J., and Hanson, C. E., Cambridge University Press, Cambridge, United Kingdom, 653–685, 2007. </reference>
		<reference numeration="2" content_type="text"> % vor jede Referenz Bartalev, S. A., Belward, A. S., Erchov, D. V., and Isaev, A. S.: A new Spot4-Vegetation Derived Land Cover Map of northern Eurasia, Int. J. Remote Sens., 24, 1977–1982, 2003. </reference>
		<reference numeration="3" content_type="text"> % vor jede Referenz Bartolome, E. and Belward, A. S.: GLC2000: A new approach to global land cover mapping from Earth observation data, Int. J. Remote Sens., 26, 1959–1977, 2005. </reference>
		<reference numeration="4" content_type="text"> % vor jede Referenz Baker, C., Lawrence, R., Montague, C., and Patten, D.: Mapping wetlands and riparian areas using landsat etm+ imagery and decision-tree-based models, Wetlands, 26, 465–474, 2006. </reference>
		<reference numeration="5" content_type="text"> % vor jede Referenz Beilman, D. W., Vitt, D. H., Bhatti, J. S., and Forest, S.: Peat carbon stocks in the southern Mackenzie river basin, Uncertainties revealed in a high-resolution case study, Global Change Biol., 14, 1221–1232, 2008. </reference>
		<reference numeration="6" content_type="text"> % vor jede Referenz Botch, M. S. and Masing, V. V.: Mire Systems in the USSR, in: Ecosystems of the World, 4B, Mire: Swamp, Bog, Fen and Moor, edited by: Gore, A. J. P., Elsevier, Amsterdam, 95–152, 1983. </reference>
		<reference numeration="7" content_type="text"> % vor jede Referenz Bridgham, S. D., Megonigal, J. P., Keller, J. K., Bliss, N. B., and Trettin, C.: Chapter 13, Wetlands (The First State of the Carbon Cycle Report), US Climate Change Science Program, Synthesis and Assessment Product 2.2, 2007. </reference>
		<reference numeration="8" content_type="text"> % vor jede Referenz Bronge, L. B. and Naslund-Landenmark, B.: Wetland classification for swedish corine land cover adopting a semi-automatic interactive approach, Can. J. Remote Sens., 28, 139–155, 2002. </reference>
		<reference numeration="9" content_type="text"> % vor jede Referenz Bubier, J. L., Rock, B. N., and Crill, P. M.: Spectral reflectance measurements of boreal wetland and forest mosses, J. Geophys. Res.-Atmos., 102, 29 483–29 494, 1997. </reference>
		<reference numeration="10" content_type="text"> % vor jede Referenz Canty, M. J., Nielsen, A. A., and Schmidt, M.: Automatic radiometric normalization of multispectral imagery, Remote Sens. Environ., 91, 441–451, 2004. </reference>
		<reference numeration="11" content_type="text"> % vor jede Referenz Chander, G. and Markham, B. L.: Revised Landsat 5 TM radiometric calibration procedures and post-calibration dynamic ranges, IEEE Transact. Geosci., 41, 2674–2677, 2003. </reference>
		<reference numeration="12" content_type="text"> % vor jede Referenz Chavez Jr., P. S.: Image-based atmospheric corrections – revisited and improved, Photogramm. Eng. Rem. S., 62, 1025–1036, 1996. </reference>
		<reference numeration="13" content_type="text"> % vor jede Referenz Cohen, W. B., Maiersperger, T. K., Gower, S. T., and Turner, D. P.: An improved strategy for regression of biophysical variables and Landsat ETM+ data, Remote Sens. Environ., 84, 561–571, 2003. </reference>
		<reference numeration="14" content_type="text"> % vor jede Referenz Crist, E. P.: A TM tasseled cap equivalent transformation for reflectance factor data, Remote Sens. Environ., 17, 301–306, 1985. </reference>
		<reference numeration="15" content_type="text"> % vor jede Referenz DeFries, R. S., Hansen, M., Steininger, M., Dubayah, R., Sohlberg, R., and Townshend, J. R. G.: Subpixel forest cover in central Africa from multisensor, multitemporal data, Remote Sens. Environ., 60, 228–246, 1997. </reference>
		<reference numeration="16" content_type="text"> % vor jede Referenz Denman, K. L., Brasseur, G., Chidthaisong, A., Ciais, P., Cox, P. M., Dickinson, R. E., Hauglustaine, D., Heinze, C., Holland, E., Jacob, D., Lohmann, U., Ramachandran, S., da Silva Dias, P. L., Wofsy, S. C., and Zhang, X.: Couplings Between Changes in the Climate System and Biogeochemistry, in: Climate Change, The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., Tignor, M., and Miller, H. L., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 2007. </reference>
		<reference numeration="17" content_type="text"> % vor jede Referenz Di Gregorio, A.: Land Cover Classification System, Classification Concepts and User Manual for Software (Version 2), Environment and Natural Resources Service Series, No. 8, FAO, Rome, Italy, 208 pp., 2005. </reference>
		<reference numeration="18" content_type="text"> % vor jede Referenz Frey, K. E. and Smith, L. C.: How well do we know northern land cover? Comparison of four global vegetation and wetland products with a new ground-truth database for West Siberia, Global Biogeochem. Cy., 21, GB1016, doi:10.1029/2006GB002706, 2007. </reference>
		<reference numeration="19" content_type="text"> % vor jede Referenz Friedl, M. A., McIver, D. K., Hodges, J. C. F., Zhang, X. Y., Muchoney, D., Strahler, A. H., Woodcock, C. E., Gopal, S., Schneider, A., Cooper, A., Baccini, A., Gao, F., and Schaaf, C.: Global land cover mapping from MODIS, Algorithms and early results, Remote Sens. Environ., 83, 287–302, 2002. </reference>
		<reference numeration="20" content_type="text"> % vor jede Referenz Frolking, S., Roulet, N., and Fuglestvedt, J: How northern peatlands influence the earth&apos;s radiative budget, Sustained methane emission versus sustained carbon sequestration, J. Geophys. Res.-Biogeosciences, 111, G01008, doi:10.1029/2005JG000091, 2006. </reference>
		<reference numeration="21" content_type="text"> % vor jede Referenz Gorham, E.: Northern peatlands: Role in the carbon cycle and probable responses to climatic warming, Ecol. Appl, 1, 182–195, 1991. </reference>
		<reference numeration="22" content_type="text"> % vor jede Referenz Häme, T., Stenberg, P., Andersson, K., Rauste, Y., Kennedy, P., Folving, S., and Sarkeala, J.: AVHRR-based forest proportion map of the Pan-European area, Remote Sens. Environ., 77, 76–91, 2001. </reference>
		<reference numeration="23" content_type="text"> % vor jede Referenz Hansen, J., Sato, M., Ruedy, R., Lacis, A., and Oinas, V.: Global warming in the twenty-first century, An alternative scenario, Proc. Natl. Acad. Sci., 97, 9875–9880, doi:10.1073/pnas.170278997, 2000. </reference>
		<reference numeration="24" content_type="text"> % vor jede Referenz Hansen, M. C., Townshend, J. R. G., DeFries, R. S., and Carroll, M.: Estimation of tree cover using MODIS data at global, continental and regional/local scales, Int. J. Remote Sens., 26, 4359–4380, 2005. </reference>
		<reference numeration="25" content_type="text"> % vor jede Referenz Herold, M., Mayaux, P., Woodcock, C. E., Baccini, A., and Schmullius, C.: Some challenges in global land cover mapping, An assessment of agreement and accuracy in existing 1 km datasets, Earth Observations for Terrestrial Biodiversity and Ecosystems Special Issue, Rem. Sens. Environ., 112(5), 2538–2556, 2008. </reference>
		<reference numeration="26" content_type="text"> % vor jede Referenz Kennedy, R. E. and Cohen, W. B.: Automated designation of tie-points for image-to-image coregistration, Int. J. Remote Sens., 24, 3467–3490, 2003. </reference>
		<reference numeration="27" content_type="text"> % vor jede Referenz Kobak, K. I., Kondrasheva, N. Y., and Turchinovich, I. E.: Changes in carbon pools of peatland and forest in northwestern Russia during the Holocene, Global Planet. Change, 16/17, 75–84, 1998. </reference>
		<reference numeration="28" content_type="text"> % vor jede Referenz Krankina, O. N., Bergen, K. M., Sun, G., Masek, J. G., Shugart, H. H., Kharuk, V., Kasischke, E., Cohen, W. B., Oetter, D. R., and Duane, M. V.: Northern Eurasia, Remote sensing of boreal forests in selected regions, in: Land Change Science, Observing, Monitoring, and Understanding Trajectories of Change on the Earth&apos;s Surface, edited by: Gutman, G., Janetos, A. C., Justice, C. O., Moran, E. F., Mustard, J. F., Rindfuss, R. R., Skole, D., Turner, II, B. L., and Cochrane, M. A., Springer, Berlin, 123–138, 2004. </reference>
		<reference numeration="29" content_type="text"> % vor jede Referenz Kukuev, Y. A., Krankina, O. N., and Harmon, M. E.: The forest inventory system in Russia, J. Forestry, 95, 15–20, 1997. </reference>
		<reference numeration="30" content_type="text"> % vor jede Referenz Latifovic, R. and Olthof, I.: Accuracy assessment using sub-pixel fractional error matrices of global land cover products derived from satellite data, Remote Sens. Environ., 90, 153–165, 2004. </reference>
		<reference numeration="31" content_type="text"> % vor jede Referenz Li, J. H. and Chen, W. J.: A rule-based method for mapping Canada&apos;s wetlands using optical, radar and DEM data, Int. J. Remote Sens., 26, 5051–5069, 2005. </reference>
		<reference numeration="32" content_type="text"> % vor jede Referenz Loveland, T. R., Reed, B. C., Brown, J. F., Ohlen, D. O., Zhu, Z., Yang, L., and Merchant, J. W.: Development of a global land cover characteristics database and IGBP DISCover from 1-km AVHRR data, Int. J. Remote Sens., 21, 1303–1330, 2000. </reference>
		<reference numeration="33" content_type="text"> % vor jede Referenz Lehner, B. and Doll, P.: Development and validation of global databases of lakes, reservoirs and wetlands, J. Hydrol., 296, 1–22, 2004. </reference>
		<reference numeration="34" content_type="text"> % vor jede Referenz Malmberg, U.: BALANS land cover and land use classification methodology, Environmental Climate Programme, Novosat Oy, BALANS report Balans-utv-24 2.0, Stockholm, 2001. </reference>
		<reference numeration="35" content_type="text"> % vor jede Referenz Markon, C. J. and Derksen, D. V.: Indentification of tundra land-cover near Teshekpuk Lake, Alaska using spot satellite data, Arctic, 47, 222–231, 1994. </reference>
		<reference numeration="36" content_type="text"> % vor jede Referenz McGovern, E. A., Holden, N. M., Ward, S. M., and Collins, J. F.: Remotely sensed satellite imagery as an information source for industrial peatlands management, Resour. Conserv. Recycl., 28, 67–83, 2000. </reference>
		<reference numeration="37" content_type="text"> % vor jede Referenz McGuire, A. D., Wirth, C., Apps, M., Beringer, J., Clein, J., Epstein, H., Kicklighter, D. W., Bhatti, J., Chapin, III, F. S., de Groot, B., Efremov, D., Eugster, W., Fukuda, M., Gower, T., Hinzman, L., Huntley, B., Jia, G. J., Kasischke, E., Melillo, J., Romanovsky, V., Shvidenko, A., Vaganov, E., and Walker, D.: Environmental variation, vegetation distribution, carbon dynamics and water/energy exchange at high latitudes, J. Veg. Sci., 13, 301–314, 2002. </reference>
		<reference numeration="38" content_type="text"> % vor jede Referenz McGuire, A. D., Chapin, F. S. III, Wirth, C., Apps, M., Bhatti, J., Callaghan, T., Christensen, T. R., Clein, J. S., Fukuda, M., Maximov, T., Onuchin, A., Shvidenko, A., and Vaganov, E.: Responses of high latitude ecosystems to global change, Potential consequences for the climate system, in: Terrestrial Ecosystems in a Changing World, edited by: Canadell J. G., Pataki, D. E., and Pitelka, L. F., 297–310, The IGBP Series, Springer-Verlag, Berlin Heidelberg, 2007. </reference>
		<reference numeration="39" content_type="text"> % vor jede Referenz Matthews, E.: Global data bases on distribution, characteristics and methane emission of natural wetlands, Documentation of archived data tape, NASA Goddard Space Flight Center, Greenbelt, MD, USA, NASA Technical Memorandum, 4153, 1989. </reference>
		<reference numeration="40" content_type="text"> % vor jede Referenz Matthews, E. and Fung, I.: Methane emission from natural wetlands, Global distribution, area, and environmental characteristics of sources, Global Biogeochem. Cycles, 1, 61–86, 1987. </reference>
		<reference numeration="41" content_type="text"> % vor jede Referenz Oetter, D. R., Krankina, O. N., Cohen, W. B., and Majersperger, T. K.: Using landsat thematic mapper data to map land cover and biomass in a Russian forest for regional carbon storage inventory, Global Change Open Science Conference, Amsterdam, The Netherlands, 10–13 July, 2001. </reference>
		<reference numeration="42" content_type="text"> % vor jede Referenz Pflugmacher, D., Krankina, O. N., and Cohen, W. B.: Satellite-based peatland mapping, Potential of the MODIS sensor, Global Planet. Change, 56, 248–257, 2007. </reference>
		<reference numeration="43" content_type="text"> % vor jede Referenz Pastor, J., Solin, J., Bridgham, S. D., Updegraff, K., Harth, C., Weishampel, P., and Dewey, B.: Global warming and the export of dissolved organic carbon from boreal peatlands, Oikos, 100, 380–386, doi:10.1034/j.1600-0706.2003.11774.x, 2003. </reference>
		<reference numeration="44" content_type="text"> % vor jede Referenz Poulin, M., Careau, D., Rochefort, L., and Desrochers, A.: From Satellite Imagery to Peatland Vegetation Diversity: How Reliable Are Habitat Maps?, Cons. Ecol., 6(2), 16, http://www.consecol.org/vol6/iss2/art16, 2002. </reference>
		<reference numeration="45" content_type="text"> % vor jede Referenz Prigent, C., Papa, F., Aires, F., Rossow, W. B., and Matthews, E.: Global inundation dynamics inferred from multiple satellite observations, J. Geophys. Res., 112, D12107, doi:10.1029/2006JD007847, 2007. </reference>
		<reference numeration="46" content_type="text"> % vor jede Referenz Rosenqvist, A., Finlayson, C. M., Lowry, J., and Taylor, D.: The potential of long-wavelength satellite-borne radar to support implementation of the Ramsar Wetlands Convention, Aquat. Conserv., 17, 229–244, 2007. </reference>
		<reference numeration="47" content_type="text"> % vor jede Referenz Roulet, N. T.: Peatlands, carbon storage, greenhouse gases, and the Kyoto Protocol, prospects and significance for Canada, Wetlands, 20, 605–615, 2000. </reference>
		<reference numeration="48" content_type="text"> % vor jede Referenz Rydin, H. and Jeglum, J.: The biology of peatlands, Oxford University Press Inc., New York, US, 343 pp., 2006. </reference>
		<reference numeration="49" content_type="text"> % vor jede Referenz Schaaf, C. B., Gao, F., Strahler, A. H., Lucht, W., Li, X., Tsang, T., Strugnell, N. C., Zhang, X., Jin, Y., Muller, J.-P., Lewis, P., Barnsley, M., Hobson, P., Disney, M., Roberts, G., Dunderdale, M., Doll, C., d&apos;Entremont, R. P., Hu, B., Liang, S., Pivette, J. L., Roy, D. P.: First operational BRDF, albedo nadir reflectance products from MODIS, Remote Sens. Environ., 83, 135–148, 2002. </reference>
		<reference numeration="50" content_type="text"> % vor jede Referenz Sheng, Y., Smith, L. C., MacDonald, G. M., Kremenetski, K. V., Frey, K. E., Velichko, A. A., Lee, M., Beilman, D. W., and Dubinin, P.: A high resolution GIS-based inventory of the West Siberian peat carbon pool, Global Biogeochem. Cy., 18, GB3004, doi:10.1029/2003GB002190, 2004. </reference>
		<reference numeration="51" content_type="text"> % vor jede Referenz Smith, L. C., MacDonald, G. M., Velichko, A. A., Beilman, D. W., Borisova, O. K., Frey, K. E., Kremenetski, K. V., and Sheng, Y.: Siberian peatlands a net carbon sink and global methane source since the Early Holocene, Science, 303, 353–356, 2004. </reference>
		<reference numeration="52" content_type="text"> % vor jede Referenz Snyder, J. P.: Map Projections: A Working Manual, in: Washington, D.C., edited by: U.S.G. Survey, United States Geological Survey, 1987. </reference>
		<reference numeration="53" content_type="text"> % vor jede Referenz Sonnentag, O., Chen, J. M., Roberts, D. A., Talbot, J., Halligan, K. Q., and Govind, A.: Mapping tree and shrub leaf area indices in an ombrotrophic peatland through multiple endmember spectral unmixing, Remote Sens. Environ., 109, 342–360, 2007. </reference>
		<reference numeration="54" content_type="text"> % vor jede Referenz Sturm, M., Racine, C., and Tape, K.: Increasing shrub abundance in the Arctic, Nature, 411, 546–547, 2001. </reference>
		<reference numeration="55" content_type="text"> % vor jede Referenz Turner, D. P., Cohen, W. B., and Kennedy, R. E.: Alternative spatial resolutions and estimation of carbon flux over a managed forest landscape in western Oregon, Landscape Ecol., 15, 441–452, 2000. </reference>
		<reference numeration="56" content_type="text"> % vor jede Referenz Vogelmann, J. E. and Moss, D. M.: Spectral reflectance measurements in the Genus Sphagnum, Remote Sens. Environ., 45(3), 273–279, 1993. </reference>
	</references>
</article>

