<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.ocean-sci.net/inc/os/copernicus.dtd">
<article language="en">
	<journal>
		<journal_title>Ocean Science</journal_title>
		<journal_url>www.ocean-sci.net</journal_url>
		<issn>1812-0784</issn>
		<eissn>1812-0792</eissn>
		<volume_number>3</volume_number>
		<issue_number>2</issue_number>
		<publication_year>2007</publication_year>
	</journal>
	<doi>10.5194/os-3-321-2007</doi>
	<article_url>http://www.ocean-sci.net/3/321/2007/</article_url>
	<abstract_html>http://www.ocean-sci.net/3/321/2007/os-3-321-2007.html</abstract_html>
	<fulltext_pdf>http://www.ocean-sci.net/3/321/2007/os-3-321-2007.pdf</fulltext_pdf>
	<start_page>321</start_page>
	<end_page>335</end_page>
	<publication_date>2007-06-08</publication_date>
	<article_title content_type="html">On the assimilation of ice velocity and concentration data into large-scale sea ice models</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>V. Dulière</name>
			<email>duliere@astr.ucl.ac.be</email>
		</author>
		<author numeration="2" affiliations="1">
			<name>T. Fichefet</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Université Catholique de Louvain, Institut d&apos;Astronomie et de Géophysique Georges Lema&amp;icirc;tre, Louvain-la-Neuve, Belgium</affiliation>
	</affiliations>
	<abstract content_type="html">Data assimilation into sea ice models designed for climate studies has
started about 15 years ago. In most of the studies conducted so far, it is
assumed that the improvement brought by the assimilation is straightforward.
However, some studies suggest this might not be true. In order to elucidate
this question and to find an appropriate way to further assimilate sea ice
concentration and velocity observations into a global sea ice-ocean model, we
analyze here results from a number of twin experiments (i.e. experiments in
which the assimilated data are model outputs) carried out with a simplified
model of the Arctic sea ice pack. Our objective is to determine to what
degree the assimilation of ice velocity and/or concentration data improves
the global performance of the model and, more specifically, reduces the error
in the computed ice thickness. A simple optimal interpolation scheme is used,
and outputs from a control run and from perturbed experiments without and
with data assimilation are thoroughly compared. Our results indicate that,
under certain conditions depending on the assimilation weights and the type
of model error, the assimilation of ice velocity data enhances the model
performance. The assimilation of ice concentration data can also help in
improving the model behavior, but it has to be handled with care because of
the strong connection between ice concentration and ice thickness. This study
is first step towards real data assimilation into NEMO-LIM, a global sea
ice-ocean model.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Arbetter, T., Lynch, A., Maslanik, J., and Meier, W.: Effects of data assimilation of ice motion in a basin-scale sea ice model, Ice in the Environment: Proceedings of the 16th IAHR International Symposium on Ice, Dunedin, New Zealand, 2&amp;ndash;6 December 2002, International Association of Hydraulic Engineering and Research, edited by: Squire, V. and Langhore, P., 3, 186&amp;ndash;193, 2002. </reference>
		<reference numeration="2" content_type="text"> Bj\orgo, E., Johannessen, O., and Miles, M.: Analysis of merged SMMR/SSMI time series of Arctic and Antarctic sea ice parameters, Geophys. Res. Lett., 24, 413&amp;ndash;416, 1997. </reference>
		<reference numeration="3" content_type="text"> Bourke, R. and Garrett, R.: Sea ice thickness distribution in the Arctic Ocean, Cold Reg. Sci. Technol., 13, 259&amp;ndash;280, 1987. </reference>
		<reference numeration="4" content_type="text"> Cavalieri, D., Gloersen, P., Parkinson, J., Comiso, J., and Zwally, H.: Observed hemispheric asymmetry in global sea ice changes, Science, 278, 1104&amp;ndash;1106, 1997. </reference>
		<reference numeration="5" content_type="text"> Cavalieri, D., Parkinson, C., and Vinnikov, K.: 30-Year satellite record reveals contrasting Arctic and Antarctic decadal sea ice variability, Geophys. Res. Lett., 30, 18, doi:10.1029/2003GL018031, 2003. </reference>
		<reference numeration="6" content_type="text"> Comiso, J.: Bootstrap sea ice concentrations for NIMBUS-7 SMMR and DMSP SSM/I, National Snow and Ice Data Center, Boulder, CO, USA, digital media, 1999. </reference>
		<reference numeration="7" content_type="text"> Comiso, J.: A rapidly declining perennial sea ice cover in the Arctic, Geophys. Res. Lett., 20, 1956, doi:10.1029/2002GL015650, 2002. </reference>
		<reference numeration="8" content_type="text"> Comiso, J. and Steffen, J.: Studies of Antarctic sea ice concentrations from satellite data and their applications, J. Geophys. Res., 106, 31 361&amp;ndash;31 385, 2001. </reference>
		<reference numeration="9" content_type="text"> Dai, M., Arbetter, T., and Meier, W.: Data assimilation of sea-ice motion vectors: Sensitivity to the parameterization  of sea-ice strength, Ann. Glaciol., 44, 357&amp;ndash;360, 2006. </reference>
		<reference numeration="10" content_type="text"> Emery, W., Fowler, C., and Maslanik, J.: Satellite-derived maps of Arctic and Antarctic sea ice motion: 1988 to 1994, Geophys. Res. Lett., 24, 897&amp;ndash;900, 1997. </reference>
		<reference numeration="11" content_type="text"> Fichefet, T., Tartinville, B., and Goosse, H.: Antarctic sea ice variability during 1958&amp;ndash;1999 : A simulation with a global ice-ocean model, J. Geophys. Res., 108(C3), 3102, doi:10.1029/2001JC001148-12, 2003. </reference>
		<reference numeration="12" content_type="text"> Fowler, C. and Emery, W. and Maslanik, J.: Satellite-derived evolution of Arctic sea ice ages: October 1978  to March 2003, IEEE Geoscience and Remote Sensor Letters, 1, 2, 71&amp;ndash;74,2004. </reference>
		<reference numeration="13" content_type="text"> Fox, A., Haines, K., de~Cuevas, B., and Webb, D.: Altimeter assimilation in the OCCAM global model, Part I : A twin experiment, J. Mar. Syst., 26, 303&amp;ndash;320., 2000. </reference>
		<reference numeration="14" content_type="text"> Ghil, M. and Malanotte-Rizzoli, P.: Data assimilation in meteorology and oceanography, Adv. Geophys., 33, 141&amp;ndash;266, 1991. </reference>
		<reference numeration="15" content_type="text"> Goosse, H.: Modelling the large-scale behaviour of the coupled ocean-sea ice system, Ph.D. thesis, Université Catholique de Louvain, Louvain-la-Neuve, Belgium, 1997. </reference>
		<reference numeration="16" content_type="text"> Hibler: A dynamic thermodynamic sea ice model, J. Phys. Oceanogr., 9, 815&amp;ndash;846, 1979. </reference>
		<reference numeration="17" content_type="text"> Holloway, G. and Sou, T.: Has Arctic sea ice rapidly thinned?, J. Climate, 15, 1691&amp;ndash;1701, 2002. </reference>
		<reference numeration="18" content_type="text"> Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., Iredell, M., Saha, S., White, G., Woollen, J., Zhu, Y., Chelliah, M., Ebisuzaki, W., Higgins, W., Janowiak, J., Mo, K., Ropelewski, C., Wang, J., Leetmaa, A., Reynolds, R., Jenne, R., and Joseph, D.: The NCEP/NCAR 40-year reanalysis project, B. Am. Meteor. Soc., 77(3), 437&amp;ndash;471, 1996. </reference>
		<reference numeration="19" content_type="text"> Köberle, C. and Gerdes, R.: Mechanisms determining the variability of the Arctic sea ice conditions and export, J. Climate, 16, 2843&amp;ndash;2858, 2003. </reference>
		<reference numeration="20" content_type="text"> Kreyscher, M., Harder, M., Lemke, P., and Flato, G.: Results of the Sea Ice Model Intercomparison Project : Evaluation of sea ice rheology schemes for use in climate simulations, J. Geophys. Res., 105, 11 299&amp;ndash;11 320, 2000. </reference>
		<reference numeration="21" content_type="text"> Kwok, R., Zwally, H., and Yi, D.: ICEsat observations of Arctic sea ice: a first look, Geophys. Res. Lett., 31, 16, doi:10.1029/2004GL020309, 2004. </reference>
		<reference numeration="22" content_type="text"> Laxon, S., Peacock, N., and Smith, D.: High interannual variability of sea ice thickness in the Arctic region, Nature, 425, 947&amp;ndash;950, 2003. </reference>
		<reference numeration="23" content_type="text"> Lin, C.-L., Chai, T., and Sun, J.: Retrieval of flow structures in a convective boundary layer using an adjoint model : identical twin experiments, J. Atmos. Sci., 58, 1767&amp;ndash;1783, 2001. </reference>
		<reference numeration="24" content_type="text"> Lindsay, R. and Zhang, J.: The thinning of Arctic sea ice, 1988&amp;ndash;2003: have we passed a tipping point?, J. Climate, 18, 4879&amp;ndash;4894, 2005. </reference>
		<reference numeration="25" content_type="text"> Lindsay, R. and Zhang, J.: Assimilation of ice concentration in an ice-ocean model, J. Atmos. Oceanic Technol., 23, 742&amp;ndash;749, 2006. </reference>
		<reference numeration="26" content_type="text"> Lindsay, R., Zhang, J., and Rothrock, D.: Sea ice deformation rates from measurements and in a model, Atmos.-Oceans, 40, 35&amp;ndash;47, 2003. </reference>
		<reference numeration="27" content_type="text"> Lisaeter, K., Rosanova, J., and Evensen, G.: Assimilation of ice concentration in a coupled ice-ocean model, using the Ensemble Kalman Filter, Ocean Dyn., 53, 368&amp;ndash;388, 2003. </reference>
		<reference numeration="28" content_type="text"> Maslowski, W., Newton, B., Schlosser, P., Semtner, A., and Martinson, D.: Modeling recent climate variability in the Arctic Ocean, Geophys. Res. Lett., 27, 3743&amp;ndash;3746, 2000. </reference>
		<reference numeration="29" content_type="text"> McPhee, M.: An analysis of pack ice drift in summer, in: Sea Ice Processes and Models, edited by: Pritchard, R. S., Univ. Wash. Press, Seattle, pp 62&amp;ndash;75, 1980. </reference>
		<reference numeration="30" content_type="text"> Meier, W. and Maslanik, J.: Synoptic-scale ice-motion case-studies using assimilated motion fields, Ann. Glaciol., 33, 145&amp;ndash;150, 2001a. </reference>
		<reference numeration="31" content_type="text"> Meier, W. and Maslanik, J.: Improved sea ice parcel trajectories in the Arctic via data assimilation, Mar. Pollut. Bull., 42, 506&amp;ndash;512, 2001b. </reference>
		<reference numeration="32" content_type="text"> Meier, W. and Maslanik, J.: Effect of environmental conditions on observed, modeled, and assimilated sea ice motion errors, J. Geophys. Res., 108, 21.1&amp;ndash;21.11, 2003. </reference>
		<reference numeration="33" content_type="text"> Meier, W., Maslanik, J., and Fowler, C.: Error analysis and assimilation of remotely sensed ice motion within an Arctic sea ice model, J. Geophys. Res., 105, 3339&amp;ndash;3356, 2000. </reference>
		<reference numeration="34" content_type="text"> Parkinson, C. and Washington, W.: A large-scale numerical model of sea ice, J. Geophys. Res., 84, 311&amp;ndash;337, 1979. </reference>
		<reference numeration="35" content_type="text"> Parkinson, C., Cavalieri, D., Gloersen, P., Zwally, H., and Comiso, J.: Arctic sea ice extents, areas, and trends, 1978&amp;ndash;1996, J. Geophys. Res., 104, 20 837&amp;ndash;20 856, 1999. </reference>
		<reference numeration="36" content_type="text"> Perovich, D. and Grenfell, T. and Richter-Menge, J. and Light, B. and Tucker III, W. and Eicken, H.: Thin and thinner: sea ice mass balance measurements during SHEBA, J. Geophys. Res., 108(C3), 8050, doi:10.1029/2001JC001079, 2003. </reference>
		<reference numeration="37" content_type="text"> Rigor, I. and Wallace, J.: Variations in the age of Arctic seaice and summer seaice extent, Geophys. Res. Lett., 31, L09401, doi:10.1029/2004GL019492, 2004. </reference>
		<reference numeration="38" content_type="text"> Rothrock, D. and Zhang, J.: Arctic Ocean sea ice volume: What explains its recent depletion?, J. Geophys. Res., 110(C1), C01002, doi:10.1029/2004JC002282, 2005. </reference>
		<reference numeration="39" content_type="text"> Rothrock, D. and Zhang, J. and Yu, Y.: The Arctic ice thickness anomaly of the 1990s: A consistent view  from observations and models, J. Geophys. Res., 108(C3), 3083, doi:10.1029/2001JC001208, 2003.  </reference>
		<reference numeration="40" content_type="text"> Rothrock, D., Yu, Y., and Maykut, G.: Thinning of the arctic sea-ice cover, Geophys. Res. Lett., 26, 3469&amp;ndash;3472, 1999. </reference>
		<reference numeration="41" content_type="text"> Semtner, A.: A model of the thermodynamic growth of sea ice in numerical investigations of climate, J. Phys. Oceanogr., 6, 379&amp;ndash;389, 1976. </reference>
		<reference numeration="42" content_type="text"> Smolarkiewicz, P.: A simple positive definite advection scheme with small implicit diffusion, Mon. Wea. Rev., 111, 479&amp;ndash;486, 1983. </reference>
		<reference numeration="43" content_type="text"> Steele, M., Morley, R., and Ermold, W.: PHC: A global ocean hydrography with a high quality Arctic Ocean, J. Climate, 14, 2079&amp;ndash;2087, 2001. </reference>
		<reference numeration="44" content_type="text"> Steffen, H. and Schweiger, A.: Nasa team algorithm for sea ice concentration retrieval from Defense Meteorological Satellite Program Special Sensor Microwave Imager: Comparison with Landsat Imagery, J. Geophys. Res., 96, 21 971&amp;ndash;21 987, 1991. </reference>
		<reference numeration="45" content_type="text"> Thomas, D. and Rothrock, D.: Blending Sequential Scanning Multichannel Microwave Radiometer and buoy data into a sea ice model, J. Geophys. Res., 94, 10 907&amp;ndash;10 920, 1989. </reference>
		<reference numeration="46" content_type="text"> Thomas, D. and Rothrock, D.: The Arctic ocean ice balance : a Kalman smoother estimate, J. Geophys. Res., 98, 10 053&amp;ndash;10 067, 1993. </reference>
		<reference numeration="47" content_type="text"> Thomas, D., Martin, S., Rothrock, D., and Steele, M.: Assimilating satellite concentration data into an Arctic sea ice mass balance model, J. Geophys. Res., 101, 20 849&amp;ndash;20 868, 1996. </reference>
		<reference numeration="48" content_type="text"> Thorndike, A.: A naive zero-dimensional sea ice model, J. Geophys. Res., 93, 5 093&amp;ndash;5 099, 1975. </reference>
		<reference numeration="49" content_type="text"> Timmermann, R., Goosse, H., Madec, G., Fichefet, T., Ethe, C., and Duliere, V.: On the representation of high latitude processes in the ORCALIM global coupled sea ice-ocean model, Ocean Model., 8, 175&amp;ndash;201, 2005. </reference>
		<reference numeration="50" content_type="text"> Trenberth, K., Olson, J., and Large, W.: A global ocean wind stress climatology based on the ECMWF analyses, Tech. rep., National Center for Atmospheric Research Technical Note 338, 1989. </reference>
		<reference numeration="51" content_type="text"> Tucker, W., Weatherly, J., Eppler, D., Farmer, D., and Bentley, D.: Evidence for rapid thinning of sea ice in the western Arctic Ocean at the end of the 1980s, Geophys. Res. Lett., 28, 2851&amp;ndash;2854, 2001. </reference>
		<reference numeration="52" content_type="text"> Weaver, R., Steffen, K., Heinrichs, J., Maslanik, J., and Flato, G.: Data assimilation in sea-ice monitoring, International Glaciology Society, 31, 327&amp;ndash;332, 2000. </reference>
		<reference numeration="53" content_type="text"> Winsor, P.: Arctic sea ice thickness remained constant during the 1990s, Geophys. Res. Lett., 28, 1039&amp;ndash;1041, 2001. </reference>
		<reference numeration="54" content_type="text"> Yu, Y. and Maykut, G. and Rothrock, D.: Changes in the thickness distribution of the Arctic sea ice between 1958&amp;ndash;1970 and 1993&amp;ndash;1997, J. Geophys. Res., 109, C08004, doi:10.1029/2003JC001982, 2004. </reference>
		<reference numeration="55" content_type="text"> Yu, Y. and Lindsay, R.: Comparisons of thin ice fractions estimated from RGPS and AVHRR, J. Geophys. Res., 108(C12), 3387, doi:10.1029/2002JC001319, 2003. </reference>
		<reference numeration="56" content_type="text"> Zhang, J., Thomas, D., Rothrock, D., Lindsay, R., and Yu, Y.: Assimilation of ice motion observations and comparisons with submarine ice thickness data, J. Geophys. Res., 108, 1&amp;ndash;18, 2003. </reference>
	</references>
</article>

