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<article language="en">
	<journal>
		<journal_title>The Cryosphere</journal_title>
		<journal_url>www.the-cryosphere.net</journal_url>
		<issn>1994-0416</issn>
		<eissn>1994-0424</eissn>
		<volume_number>4</volume_number>
		<issue_number>2</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/tc-4-161-2010</doi>
	<article_url>http://www.the-cryosphere.net/4/161/2010/</article_url>
	<abstract_html>http://www.the-cryosphere.net/4/161/2010/tc-4-161-2010.html</abstract_html>
	<fulltext_pdf>http://www.the-cryosphere.net/4/161/2010/tc-4-161-2010.pdf</fulltext_pdf>
	<start_page>161</start_page>
	<end_page>178</end_page>
	<publication_date>2010-05-06</publication_date>
	<article_title content_type="html">Monitoring ice shelf velocities from repeat MODIS and Landsat data –  a method study on the Larsen C ice shelf, Antarctic Peninsula, and 10 other  ice shelves around Antarctica</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>T. Haug</name>
			<email>torborg.haug@geo.uio.no</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>A. Kääb</name>
		</author>
		<author numeration="3" affiliations="2">
			<name>P. Skvarca</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Geosciences, University of Oslo, P.O. Box 1047 Blindern, 0316 Oslo, Norway</affiliation>
		<affiliation numeration="2" content_type="html">Instituto Antártico Argentino, Cerrito 1248, C1010AAZ Buenos Aires, Argentina</affiliation>
	</affiliations>
	<abstract content_type="html">We investigate the velocity field of the Larsen C ice shelf, Antarctic
Peninsula, over the periods 2002–2006 and 2006–2009 based on repeat optical
satellite data. The velocity field of the entire ice shelf is measured using
repeat low resolution MODIS data (250 m spatial resolution). The
measurements are validated for two ice shelf sections against repeat medium
resolution Landsat 7 ETM + pan data (15 m spatial resolution).
Horizontal surface velocities are obtained through image matching
using both orientation correlation operated in the frequency domain and normalized crosscorrelation
operated in the spatial domain, and the two methods compared. The uncertainty in the
displacement measurements turns out to be about one fourth of the pixel size for the MODIS
derived data, and about one pixel for the Landsat derived data. The
difference between MODIS and Landsat based speeds is &amp;minus;15.4 m a&lt;sup&gt;&amp;minus;1&lt;/sup&gt;
and 13.0 m a&lt;sup&gt;&amp;minus;1&lt;/sup&gt;, respectively, for the first period for the two
different validation sections on the ice shelf, and &amp;minus;26.7 m a&lt;sup&gt;&amp;minus;1&lt;/sup&gt; and
27.9 m a&lt;sup&gt;&amp;minus;1&lt;/sup&gt; for the second period for the same sections. This leads
us to conclude that repeat MODIS images are well suited to measure ice shelf
velocity fields and monitor their changes over time. Orientation
correlation seems better suited for this purpose because it
produces fewer mismatches, is able to match images with regular
noise and data voids, and is faster. Since it can match images
with regular data voids it is possible to match Landsat 7 ETM+
images even after the 2003 failure of the Scan Line Corrector (SLC off) that
leaves significant image stripes with no data. Image matching based on the
original 12-bit radiometric resolution MODIS data produced slightly better
results than using the 8-bit version of the same images. Streamline
interpolation from the obtained surface velocity field on Larsen C indicates
ice travel times of up to 450 to 550 years between the inland boundary and the
ice shelf edge. In a second step of the study we test our method successfully
on 10 other ice shelves around Antarctica demonstrating that the approach
presented could in fact be used for large scale monitoring of ice shelf
dynamics.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Argyriou, V. and Vlachos, T.: Quad-tree motion estimation in the frequency domain using gradient correlation, IEEE Transactions On Multimedia, 9, 1147–1154, \doi10.1109/TMM.2007.898926, 2007. </reference>
		<reference numeration="2" content_type="text"> Berthier, E., Vadon, H., Baratoux, D., Arnaud, Y., Vincent, C., Feigl, K., Remy, F., and Legresy, B.: Surface motion of mountain glaciers derived from satellite optical imagery, Remote Sens. Environ., 95, 14–28, \doi10.1016/j.rse.2004.11.005, 2005. </reference>
		<reference numeration="3" content_type="text"> Bindschadler, R A., Fahnestock, M A., Skvarca, P., and Scambos, T A.: Surface-velocity field of the northern Larsen Ice Shelf, Antarctica, Ann. Glaciol., 20, 319–326, 1994. </reference>
		<reference numeration="4" content_type="text"> Brown, L G.: A survey of image registration techniques, Comput. Surv., 24, 325–376, 1992. </reference>
		<reference numeration="5" content_type="text"> Cook, A. J. and Vaughan, D. G.: Overview of areal changes of the ice shelves on the Antarctic Peninsula over the past 50 years, The Cryosphere, 4, 77–98, 2010. </reference>
		<reference numeration="6" content_type="text"> De~Angelis, H. and Skvarca, P.: Glacier surge after ice shelf collapse, Science, 299, 1560–1562, 2003. </reference>
		<reference numeration="7" content_type="text"> Debella-Gilo, M. and Kääb, A.: Sub-pixel precision algorithms for normalized cross-correlation based image matching of mass movements, Remote Sens. Environ., in review, 2010. </reference>
		<reference numeration="8" content_type="text"> Fitch, A J., Kadyrov, A., Christmas, W J., and Kittler, J.: Orientation Correlation, in: British Machine Vision Conference, 133–142, 2002. </reference>
		<reference numeration="9" content_type="text"> Frezzotti, M., Tabacco, I E., and Zirizzotti, A.: Ice discharge of eastern Dome~C drainage area, Antarctica, determined from airborne radar survey and satellite image analysis, J. Glaciol., 46, 253–264, 2000. </reference>
		<reference numeration="10" content_type="text"> Glasser, N F., Kulessa, B., Luckman, A., Jansen, D., King, E C., Sammonds, P R., Scambos, T A., and Jezek, K C.: Surface structure and stability of the Larsen~C ice shelf, Antarctic Peninsula, J. Glaciol., 55, 400–410, 2009. </reference>
		<reference numeration="11" content_type="text"> Howat, I M., Joughin, I., Tulaczyk, S., and Gogineni, S.: Rapid retreat and acceleration of Helheim Glacier, east Greenland, Geophys. Res. Lett., 32(22), L22502, \doi10.1029/2005GL024737, 2005 </reference>
		<reference numeration="12" content_type="text"> Kaufmann, V. and Ladstädter, R.: Quantitative analysis of rock glacier creep by means of digital photogrammetry using multitemporal aerial photographs: two case studies in the Austrian Alps, Proceedings of the 8th International Conference on Permafrost, 525–530, 2003. </reference>
		<reference numeration="13" content_type="text"> Kääb, A.: Monitoring high-mountain terrain deformation from repeated air- and spaceborne optical data: examples using digital aerial imagery and ASTER data, ISPRS J. Photogr. Remote Sens., 57, 39–52, 2002. </reference>
		<reference numeration="14" content_type="text"> Kääb, A.: Combination of SRTM3 and repeat ASTER data for deriving alpine glacier flow velocities in the Bhutan Himalaya, Remote Sens. Environ., 94, 463–474, \doi10.1016/j.rse.2004.11.003, 2005. </reference>
		<reference numeration="15" content_type="text"> Kääb, A., Gudmundsson, G H., and Hoelzle, M.: Surface deformation of creeping mountain permafrost. Photogrammetric investigations on Rock Glacier Murtèl, Swiss Alps, Proceedings of the 7th International Conference on Permafrost, 531–537, 1998. </reference>
		<reference numeration="16" content_type="text"> Kääb, A., Lefauconnier, B., and Melvold, K.: Flow field of Kronebreen, Svalbard, using repeated Landsat 7 and ASTER data, Ann. Glaciol. 42, 7–13, 2005. </reference>
		<reference numeration="17" content_type="text"> Lee, D S., Storey, J C., Choate, M J., and Hayes, R W.: Four years of Landsat-7 on-orbit geometric calibration and performance, IEEE T. Geosci. Remote Sens., 42, 12, 2786–2795, \doi10.1109/TGRS.2004.836769, 2005 </reference>
		<reference numeration="18" content_type="text"> MacAyeal, D R., Scambos, T A., Hulbe, C L., and Fahnestock, M A.: Catastrophic ice-shelf break-up by an ice-shelf-fragment-capsize mechanism, J. Glaciol., 49, 22–36, 2003. </reference>
		<reference numeration="19" content_type="text"> Meredith, M P. and King, J C.: Rapid climate change in the ocean west of the Antarctic Peninsula during the second half of the 20th century, Geophys. Res. Lett., 32, L19604, \doi10.1029/2005GL024042, 2005. </reference>
		<reference numeration="20" content_type="text"> McClellan, J. H., Schafer, R. W., and Yoder, M. A.: Signal Processing First, Pearson Education, Inc., Pearson Prentice Hall, ISBN: 0-13-120265-0, 2003 </reference>
		<reference numeration="21" content_type="text"> NASA, G.: Landsat 7 System Specification, NASA Goddard Space Flight Center, 1996. </reference>
		<reference numeration="22" content_type="text"> Pritchard, H D. and Vaughan, D G.: Widespread acceleration of tidewater glaciers on the Antarctic Peninsula, J. Geophys. Res., 112, F03S29, \doi10.1029/2006JF000597, 2007. </reference>
		<reference numeration="23" content_type="text"> Quincey, D J. and Glasser, N F.: Morphological and ice-dynamical changes on the Tasman Glacier, New Zealand, 1990–2007, Global and Planetary Change, 68, 185–197, \doi10.1016/j.gloplacha.2009.05.003, 2009. </reference>
		<reference numeration="24" content_type="text"> Rack, W., Rott, H., Siegel, A., Skvarca, P.: The motion field of northern Larsen Ice Shelf, Antarctic Peninsula, derived from satellite imagery, Ann. Glaciol., 29, 261–266, 1999. </reference>
		<reference numeration="25" content_type="text"> Rack, W. and Rott, H.: Pattern of retreat and disintegration of the Larsen~B ice shelf, Antarctic Peninsula, Ann. Glaciol., 39, 505–510, 2004. </reference>
		<reference numeration="26" content_type="text"> Rignot, E., Casassa, G., Gogineni, P., Krabill, W., Rivera, A., and Thomas, R.: Accelerated ice discharge from the Antarctic Peninsula following the collapse of Larsen~B ice shelf, Geophys. Res. Lett., 31, L18401, \doi10.1029/2004GL020697, 2004. </reference>
		<reference numeration="27" content_type="text"> Rignot, E., Casassa, G., Gogineni, S., Kanagaratnam, P., Krabill, W., Pritchard, H., Rivera, A., Thomas, R., Turner, J., and Vaughan, D.: Recent ice loss from the Fleming and other glaciers, Wordie Bay, West Antarctic Peninsula, Geophys. Res. Lett., 32, L07502, \doi10.1029/2004GL021947, 2005. </reference>
		<reference numeration="28" content_type="text"> Rignot, E., Bamber, J L., Van Den~Broeke, M R., Davis, C., Li, Y., Van De~Berg, W J., and Van~Meijgaard, E.: Recent Antarctic ice mass loss from radar interferometry and regional climate modelling, Nature Geosci., 1, 106–110, \doi10.1038/ngeo102, 2008. </reference>
		<reference numeration="29" content_type="text"> Rolstad, C., Amlien, J., Hagen, J O., and Lunden, B.: Visible and near-infrared digital images for determination of ice velocities and surface elevation during a surge on Osbornebreen, a tidewater glacier in Svalbard, Ann. Glaciol., 24, 255–261, 1997. </reference>
		<reference numeration="30" content_type="text"> Rott, H., Skvarca, P., and Nagler, T.: Rapid collapse of northern Larsen Ice Shelf, Antarctica, Science, 271, 788–792, 1996. </reference>
		<reference numeration="31" content_type="text"> Rott, H., Rack, W., Skvarca, P., De Angelis, H.: Northern Larsen Ice Shelf, Antarctica: further retreat after collapse, Ann. Glaciol., 34, 277–282, 2002 </reference>
		<reference numeration="32" content_type="text"> Scambos, T. and Bohlander, J.: Glaciers of Larsen~B embayment area show marked speed-up since shelf collapse, Eos Trans. AGU, 86, Fall Meet. Suppl., C11C–0829, 2003. </reference>
		<reference numeration="33" content_type="text"> Scambos, T., Ross, R., Bauer, R., Yermolin, Y., Skvarca, P., Long, D., Bohlander, J., and Haran, T.: Calving and ice-shelf break-up processes investigated by proxy: Antarctic tabular iceberg evolution during northward drift, J. Glaciol., 54, 579–591, 2008. </reference>
		<reference numeration="34" content_type="text"> Scambos, T., Bohlander, J., and Raup, B.: &quot;Images of Antarctic ice shelves&quot;, National Snow and Ice Data Center, online available at: http://nsidc.org/data/iceshelves_images/, 2009. </reference>
		<reference numeration="35" content_type="text"> Scambos, T A., Hulbe, C., Fahnestock, M., and Bohlander, J.: The link between climate warming and break-up of ice shelves in the Antarctic Peninsula, J. Glaciol., 46, 516–530, 2000. </reference>
		<reference numeration="36" content_type="text"> Scambos, T A., Bohlander, J A., Shuman, C A., and Skvarca, P.: Glacier acceleration and thinning after ice shelf collapse in the Larsen~B embayment, Antarctica, Geophys. Res. Lett., 31, L18402, \doi10.1029/2004GL020670, 2004.  </reference>
		<reference numeration="37" content_type="text"> Scambos, T A., Dutkiewicz, M J., Wilson, J C., and Bindschadler, R A.: Application of image cross-correlation to the measurement of glacier velocity using satellite image data, Remote Sens. Environ., 42, 177–186, 1992.  </reference>
		<reference numeration="38" content_type="text"> Scherler, D., Leprince, S., and Strecker, M R.: Glacier-surface velocities in alpine terrain from optical satellite imagery - Accuracy improvement and quality assessment, Remote Sens. Environ., 112, 3806–3819, \doi10.1016/j.rse.2008.05.018, 2008. </reference>
		<reference numeration="39" content_type="text"> Shepherd, A., Wingham, D., Payne, T., and Skvarca, P.: Larsen ice shelf has progressively thinned, Science, 302, 856–859, 2003. </reference>
		<reference numeration="40" content_type="text"> Skvarca, P.: Fast recession of the northern Larsen Ice Shelf monitored by space images, Ann. Glaciol., 17, 317–321, 1993. </reference>
		<reference numeration="41" content_type="text"> Skvarca, P.: Changes and surface features of the Larsen Ice Shelf, Antarctica, derived from Landsat and Kosmos mosaics, Ann. Glaciol., 20, 6–12, 1994. </reference>
		<reference numeration="42" content_type="text"> Skvarca, P., Rack, W., and Rott, H.: 34 year satellite time series to monitor characteristics, extent and dynamics of Larsen~B Ice Shelf, Antarctic Peninsula, Ann. Glaciol., 29, 255–260, 1999. </reference>
		<reference numeration="43" content_type="text"> Skvarca, P., Raup, B., and De~Angelis, H.: Recent behaviour of Glaciar Upsala, a fast-flowing calving glacier in Lago Argentino, southern Patagonia, Ann. Glaciol., 36, 184–188, 2003. </reference>
		<reference numeration="44" content_type="text"> Skvarca, P., De~Angelis, H., and Zakrajsek, A.: Climatic conditions, mass balance and dynamics of Larsen~B ice shelf, Antarctic Peninsula, prior to collapse, Ann. Glaciol., 39, 557–562, 2004. </reference>
		<reference numeration="45" content_type="text"> Strozzi, T., Luckman, A., and Murray, T.: Glacier motion estimation using SAR offset-tracking procedures, IEEE T. Geosci. Remote Sens., 40(11), 2384–2391, \doi10.1109/TGRS.2002.805079, 2002 </reference>
		<reference numeration="46" content_type="text"> Turner, J., Colwell, S R., Marshall, G J., Lachlan-Cope, T A., Carleton, A M., Jones, P D., Lagun, V., Reid, P A., and Iagovkina, S.: Antarctic climate change during the last 50 years, Int. J. Climatol., 25, 279–294, 2005. </reference>
		<reference numeration="47" content_type="text"> Vieli, A., Payne, A J., Du, Z J., and Shepherd, A.: Numerical modelling and data assimilation of the Larsen~B ice shelf, Antarctic Peninsula, Philos. T. Roy. Soc. A, 364, 1815–1839, \doi10.1098/rsta.2006.1800, 2006. </reference>
		<reference numeration="48" content_type="text"> Wolfe, R., Nishihama, M., Fleig, A., Kuyper, J., Roy, D., Storey, J., and Patt, F.: Achieving sub-pixel geolocation accuracy in support of MODIS land science, Remote Sens. Environ., 83, 31–49, 2002. </reference>
		<reference numeration="49" content_type="text"> Zitova, B. and Flusser, J.: Image registration methods: a survey, Image Vision Comp., 21, 977–1000, \doi10.1016/S0262-8856(03)00137-9, 2003. </reference>
	</references>
</article>

