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<article language="en">
	<journal>
		<journal_title>Nonlinear Processes  in Geophysics</journal_title>
		<journal_url>www.nonlin-processes-geophys.net</journal_url>
		<issn>1023-5809</issn>
		<eissn>1607-7946</eissn>
		<volume_number>17</volume_number>
		<issue_number>4</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/npg-17-361-2010</doi>
	<article_url>http://www.nonlin-processes-geophys.net/17/361/2010/</article_url>
	<abstract_html>http://www.nonlin-processes-geophys.net/17/361/2010/npg-17-361-2010.html</abstract_html>
	<fulltext_pdf>http://www.nonlin-processes-geophys.net/17/361/2010/npg-17-361-2010.pdf</fulltext_pdf>
	<start_page>361</start_page>
	<end_page>369</end_page>
	<publication_date>2010-08-20</publication_date>
	<article_title content_type="html">Image-model coupling: application to an ionospheric storm</article_title>
	<authors>
		<author numeration="1" affiliations="1,3">
			<name>N. D. Smith</name>
			<email>n.smith@bath.ac.uk</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>D. Pokhotelov</name>
		</author>
		<author numeration="3" affiliations="2">
			<name>C. N. Mitchell</name>
		</author>
		<author numeration="4" affiliations="1">
			<name>C. J. Budd</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Mathematical Sciences, University of Bath, Bath, BA2 7AY, UK</affiliation>
		<affiliation numeration="2" content_type="html">Department of Electronic and Electrical Engineering, University of Bath, Bath, BA2 7AY, UK</affiliation>
		<affiliation numeration="3" content_type="html">Completed while with the Department of Electronic and Electrical Engineering, University of Bath, Bath, BA2 7AY, UK</affiliation>
	</affiliations>
	<abstract content_type="html">Techniques such as tomographic reconstruction may be used to provide images
of electron content in the ionosphere. Models are also available which
attempt to describe the dominant physical processes operating in the
ionosphere, or the statistical relationships between ionospheric variables.
It is sensible to try and couple model output to tomographic images with the
aim of inferring the values of driver variables which best replicate some
description of electron content imaged in the ionosphere, according to some
criterion. This is a challenging task. The following describes an attempt to
couple an ionospheric model to a tomographic reconstruction of the
geomagnetic storm of 20 November 2003, along a latitudal line segment above
north America. A simple model was chosen to reduce the number of input
drivers that were varied. The investigation illustrates some of the issues
involved in image-model coupling. The ability to make scientific deductions
depends on the accuracy of the assumptions in the ionospheric model and the
accuracy of the tomographic reconstruction. An ensemble technique was used to
help assess confidence in the reconstruction.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Bhuyan, K. and Bhuyan, P.: International Reference Ionosphere as a potential regularization profile for computerized ionospheric tomography, Adv. Space Res., 39, 851–858, 2007. </reference>
		<reference numeration="2" content_type="text"> Bilitza, D.: International Reference Ionosphere – Status 1995/96, Adv. Space Res., 20, 1751–1754, 1997. </reference>
		<reference numeration="3" content_type="text"> Bust, G. and Mitchell, C.: History, current state, and future directions of ionospheric imaging, Rev. Geophys., 46, RG1003, doi:10.1029/2006RG000212, 2008. </reference>
		<reference numeration="4" content_type="text"> Dear, R. and Mitchell, C.: GPS interfrequency biases and total electron content errors in ionospheric imaging over Europe, Radio Sci., 41, RS6007, doi:10.1029/2005RS003269, 2006. </reference>
		<reference numeration="5" content_type="text"> Dow, J., Neilan, R., and Rizos, C.: The International GNSS Service in a changing landscape of Global Navigation Satellite Systems, J. Geodesy, 83, 191–198, 2009. </reference>
		<reference numeration="6" content_type="text"> Duda, R., Hart, P., and Stork, D.: Pattern Classification, 2nd edn., A Wiley-Interscience Publication, John Wiley &amp; Sons, Inc., New York, 2001. </reference>
		<reference numeration="7" content_type="text"> Foster, J., Coster, A., Erickson, P., Rideout, W., Rich, F., Immel, T., and Sandel, B.: Redistribution of the Stormtime Ionosphere and the Formation of a Plasmaspheric Bulge, in: Inner Magnetosphere Interactions: New Perspectives from Imaging, edited by: Burch, J., Schulz, M., and Spence, H., American Geophysical Union, Washington, DC, Geoph. Monog. Series, 159, 277–289, 2005. </reference>
		<reference numeration="8" content_type="text"> Hargreaves, J.: The solar-terrestrial environment, in: Cambridge atmospheric and space science series, Cambridge University Press, Cambridge, 2003. </reference>
		<reference numeration="9" content_type="text"> Huba, J., Joyce, G., and Fedder, J.: Sami2 is Another Model of the Ionosphere (SAMI2): A new low-latitude ionosphere model, J. Geophys. Res., 105, 23035–23053, 2000. %</reference>
		<reference numeration="10" content_type="text"> %IGS website ref.: International GNSS Service, http://igscb.jpl.nasa.gov. </reference>
		<reference numeration="11" content_type="text"> Jee, G., Schunk, R., and Scherliess, L.: On the sensitivity of total electron content (TEC) to upper atmospheric/ionospheric parameters, J. Atmos. Sol.-Terr. Phy., 67, 1040–1052, doi: 10.1016/j.jastp.2005.04.001, 2005. </reference>
		<reference numeration="12" content_type="text"> Korn, G. and Korn, T.: Mathematical Handbook for Scientists and Engineers: Definitions, Theorems, and Formulas for Reference and Review, 2nd, enlarged and revised edn., McGraw-Hill, Inc., New York, 1968. </reference>
		<reference numeration="13" content_type="text"> Mannucci, A., Tsurutani, B., Iijima, B., Komjathy, A., Wilson, B., Pi, X., Sparks, L., Hajj, G., Mandrake, L., Gonzalez, W., Kozyra, J., Yumoto, K., Swisdak, M., Huba, J., and Skoug, R.: Hemispheric Daytime Ionospheric Response To Intense Solar Wind Forcing, in: Inner Magnetosphere Interactions: New Perspectives from Imaging, edited by: Burch, J., Schulz, M., and Spence, H., American Geophysical Union, Washington, DC, Geoph. Monog. Series, 159, 261–275, 2005. </reference>
		<reference numeration="14" content_type="text"> Mitchell, C. and Spencer, P.: A three-dimensional time-dependent algorithm for ionospheric imaging using GPS, Ann Geophys.-Italy, 46, 687–696, 2003. </reference>
		<reference numeration="15" content_type="text"> OMNIWeb: Space Physics Data Facility, NASA/Goddard Space Flight Center, available at: http://omniweb.gsfc.nasa.gov, last access: July 2010. </reference>
		<reference numeration="16" content_type="text"> Powell, M.: A view of algorithms for optimization without derivatives, Mathematics TODAY, 43, 170–174, 2007. </reference>
		<reference numeration="17" content_type="text"> Pryse, S., Kersley, L., Mitchell, C., Spencer, P., and Williams, M.: A comparison of reconstruction techniques used in ionospheric tomography, Radio Sci., 33, 1767–1779, 1998. </reference>
		<reference numeration="18" content_type="text"> SAMI2: The SAMI2 Open Source Project, Naval Research Laboratory, available at: http://wwwppd.nrl.navy.mil/sami2-OSP/index.html, last access: November 2007. </reference>
		<reference numeration="19" content_type="text"> SAMI3: NRL Ionosphere Model: SAMI3, available at: http://www.nrl.navy.mil/content.php?P=04REVIEW105, last access: September 2008. </reference>
		<reference numeration="20" content_type="text"> Smith, N. D., Mitchell, C. N., and Budd, C. J.: Image-model coupling: a simple information theoretic perspective for image sequences, Nonlin. Processes Geophys., 16, 197–210, doi:10.5194/npg-16-197-2009, 2009. %</reference>
		<reference numeration="21" content_type="text"> %SOPAC website ref.: Scripps Orbit and Permanent Array Center (SOPAC), %http://sopac.ucsd.edu. </reference>
		<reference numeration="22" content_type="text"> Spencer, P. and Mitchell, C.: Imaging of fast moving electron-density structures in the polar cap, Ann Geophys.-Italy, 50, 427–434, 2007. %</reference>
		<reference numeration="23" content_type="text"> %The MathWorks: http://www.mathworks.com, access: November 2009. </reference>
		<reference numeration="24" content_type="text"> Tsurutani, B. T., Verkhoglyadova, O. P., Mannucci, A. J., Araki, T., Sato, A., Tsuda, T., and Yumoto, K.: Oxygen ion uplift and satellite drag effects during the 30 October 2003 daytime superfountain event, Ann. Geophys., 25, 569–574, doi:10.5194/angeo-25-569-2007, 2007.  </reference>
	</references>
</article>

