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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ANGEO</journal-id>
<journal-title-group>
<journal-title>Annales Geophysicae</journal-title>
<abbrev-journal-title abbrev-type="publisher">ANGEO</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Ann. Geophys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1432-0576</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/angeo-31-1913-2013</article-id>
<title-group>
<article-title>Gradient estimation using configurations of two or three spacecraft</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vogt</surname>
<given-names>J.</given-names>
<ext-link>https://orcid.org/0000-0001-7843-9214</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sorbalo</surname>
<given-names>E.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>He</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Blagau</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>School of Engineering and Science, Jacobs University Bremen, Campus Ring 1, 28759 Bremen, Germany</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Institute for Space Sciences, Bucharest-Magurele, Romania</addr-line>
</aff>
<pub-date pub-type="epub">
<day>05</day>
<month>11</month>
<year>2013</year>
</pub-date>
<volume>31</volume>
<issue>11</issue>
<fpage>1913</fpage>
<lpage>1927</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2013 J. Vogt et al.</copyright-statement>
<copyright-year>2013</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://angeo.copernicus.org/articles/31/1913/2013/angeo-31-1913-2013.html">This article is available from https://angeo.copernicus.org/articles/31/1913/2013/angeo-31-1913-2013.html</self-uri>
<self-uri xlink:href="https://angeo.copernicus.org/articles/31/1913/2013/angeo-31-1913-2013.pdf">The full text article is available as a PDF file from https://angeo.copernicus.org/articles/31/1913/2013/angeo-31-1913-2013.pdf</self-uri>
<abstract>
<p>The forthcoming three-satellite mission Swarm will allow us to investigate
plasma processes and phenomena in the upper ionosphere from an in-situ
multi-spacecraft perspective. Since with less than four points in space the
spatiotemporal ambiguity cannot be resolved fully, analysis tools for
estimating spatial gradients, wave vectors, or boundary parameters need to
utilise additional information such as geometrical or dynamical constraints.
This report deals with gradient estimation where the planar component is
constructed using instantaneous three-point observations or, for quasi-static
structures, by means of measurements along the orbits of two close
spacecraft. A new least squares (LS) gradient estimator for the latter case
is compared with existing finite difference (FD) schemes and also with a
three-point LS technique. All available techniques are presented in a common
framework to facilitate error analyses and consistency checks, and to show
how arbitrary combinations of planar gradient estimators and constraints can
be formed. The accuracy of LS and FD planar gradient estimators is assessed
in terms of prescribed and adjustable discretization parameters to optimise
their performance along the satellite orbits. Furthermore, we discuss the
implications of imperfect constraint equations for error propagation, and
address the effects of sub-scale structures. The two-spacecraft LS scheme is
demonstrated using Cluster FGM measurements at a planar and essentially
force-free plasma boundary in the solar wind where all three different types
of constraints to construct out-of-plane derivatives can be applied.</p>
</abstract>
<counts><page-count count="15"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Chanteur, G.: Spatial Interpolation for Four Spacecraft: Theory, in: Analysis Methods for Multi-Spacecraft Data, edited by: Paschmann, G., and Daly, P., 371–393, ISSI/ESA, 1998.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Chanteur, G. and Harvey, C. C.: Spatial Interpolation for Four Spacecraft: Application to Magnetic Gradients, in: Analysis Methods for Multi-Spacecraft Data, edited by: Paschmann, G. and Daly, P., 349–369, ISSI/ESA, 1998.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">De Keyser, J.: Least-squares multi-spacecraft gradient calculation with automatic error estimation, Ann. Geophys., 26, 3295–3316, &lt;a href=&quot;http://dx.doi.org/10.5194/angeo-26-3295-2008&quot;&gt;https://doi.org/10.5194/angeo-26-3295-2008&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">De Keyser, J., Darrouzet, F., Dunlop, M. W., and Décréau, P. M. E.: Least-squares gradient calculation from multi-point observations of scalar and vector fields: methodology and applications with Cluster in the plasmasphere, Ann. Geophys., 25, 971–987, &lt;a href=&quot;http://dx.doi.org/10.5194/angeo-25-971-2007&quot;&gt;https://doi.org/10.5194/angeo-25-971-2007&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Dunlop, M. W., Southwood, D. J., Glassmeier, K.-H., and Neubauer, F. M.: Analysis of multipoint magnetometer data, Adv. Space Res., 8, 273–277, 1988.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Escoubet, C. P., Russell, C. T., and Schmidt, R.: The Cluster and PHOENIX missions, Kluwer, 1997.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Hamrin, M., Rönnmark, K., Börlin, N., Vedin, J., and Vaivads, A.: GALS – Gradient Analysis by Least Squares, Ann. Geophys., 26, 3491–3499, &lt;a href=&quot;http://dx.doi.org/10.5194/angeo-26-3491-2008&quot;&gt;https://doi.org/10.5194/angeo-26-3491-2008&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Harvey, C. C.: Spatial Gradients and the Volumetric Tensor, 307–322, ISSI SR-001, 1998.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">He, M., Vogt, J., Lühr, H., Sorbalo, E., Blagau, A., Le, G., and Lu, G.: A high-resolution model of field-aligned currents through empirical orthogonal functions analysis (MFACE), Geophys. Res. Lett., 39, L18105, &lt;a href=&quot;http://dx.doi.org/10.1029/2012GL053168&quot;&gt;https://doi.org/10.1029/2012GL053168&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Keiling, A.: Alfvén Waves and Their Roles in the Dynamics of the Earth&apos;s Magnetotail: A Review, Space Sci. Rev., 142, 73–156, &lt;a href=&quot;http://dx.doi.org/10.1007/s11214-008-9463-8&quot;&gt;https://doi.org/10.1007/s11214-008-9463-8&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Knetter, T., Neubauer, F. M., Horbury, T., and Balogh, A.: Four-point discontinuity observations using Cluster magnetic field data: A statistical survey, J. Geophs. Res., 109, A06102, &lt;a href=&quot;http://dx.doi.org/10.1029/2003JA010099&quot;&gt;https://doi.org/10.1029/2003JA010099&lt;/a&gt;, 2004.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Lühr, H., Korte, M., and Mandea, M.: The Recent Geomagnetic Field and its Variations, in: Geomagnetic Field Variations, by Glassmeier et al., 25–63, Springer, 2009.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Maus, S., Rother, M., Stolle, C., Mai, W., Choi, S., Lühr, H., Cooke, D., and Roth, C.: Third generation of the Potsdam Magnetic Model of the Earth (POMME), Geochem. Geophy. Geosys., 7, Q07008, &lt;a href=&quot;http://dx.doi.org/10.1029/2006GC001269&quot;&gt;https://doi.org/10.1029/2006GC001269&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Neubert, T., Mandea, M., Hulot, G., von Frese, R., Primdahl, F., Jørgensen, J. L., Friis-Christensen, E., Stauning, P., Olsen, N., and Risbo, T.: Ørsted satellite captures high-precision geomagnetic field data, EOS T., 82, 81–81, &lt;a href=&quot;http://dx.doi.org/10.1029/01EO00043&quot;&gt;https://doi.org/10.1029/01EO00043&lt;/a&gt;, 2001.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Olsen, N., Lühr, H., Sabaka, T. J., Mandea, M., Rother, M., Tøffner-Clausen, L., and Choi, S.: CHAOS-a model of the Earth&apos;s magnetic field derived from CHAMP, Ørsted, and SAC-C magnetic satellite data, Geophys. J. Int., 166, 67–75, &lt;a href=&quot;http://dx.doi.org/10.1111/j.1365-246X.2006.02959.x&quot;&gt;https://doi.org/10.1111/j.1365-246X.2006.02959.x&lt;/a&gt;, 2006.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Paschmann, G., Haaland, S., and Treumann, R.: Auroral Plasma Physics, Space Sci. Rev., 103, 1–19, &lt;a href=&quot;http://dx.doi.org/10.1023/A:1023088315789&quot;&gt;https://doi.org/10.1023/A:1023088315789&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Reigber, C., Lühr, H., and Schwintzer, P.: CHAMP mission status, Adv. Space Res., 30, 129–134, 2002.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Ritter, P. and Lühr, H.: Curl-B technique applied to Swarm constellation for determining field-aligned currents, Earth Planet. Space, 58, 463–476, 2006.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Shen, C., Rong, Z. J., and Dunlop, M.: Determining the full magnetic field gradient from two spacecraft measurements under special constraints, J. Geophys. Res., 117, A10217, &lt;a href=&quot;http://dx.doi.org/10.1029/2012JA018063&quot;&gt;https://doi.org/10.1029/2012JA018063&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Slavin, J. A., Le, G., Strangeway, R. J., Wang, Y., Boardsen, S. A., Moldwin, M. B., and Spence, H. E.: Space Technology 5 multi-point measurements of near-Earth magnetic fields: Initial results, Geophys. Res. Lett., 35, L02107, &lt;a href=&quot;http://dx.doi.org/10.1029/2007GL031728&quot;&gt;https://doi.org/10.1029/2007GL031728&lt;/a&gt;, 2008.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Vogt, J.: Alfvén wave coupling in the auroral current circuit, Surv. Geophys., 23, 335–377, &lt;a href=&quot;http://dx.doi.org/10.1023/A:1015597724324&quot;&gt;https://doi.org/10.1023/A:1015597724324&lt;/a&gt;, 2002.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Vogt, J.: Analysis of Data from Multi-Satellite Geospace Missions, in: Handbook of Geomathematics, edited by: Freeden, W., Nashed, Z., and Sonar, T., Springer, in press, 2014.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Vogt, J. and Paschmann, G.: Accuracy of Plasma Moment Derivatives, 419–447, ISSI SR-001, 1998.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Vogt, J., Paschmann, G., and Chanteur, G.: Reciprocal Vectors, pp. 33–46, ISSI SR-008, 2008.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Vogt, J., Albert, A., and Marghitu, O.: Analysis of three-spacecraft data using planar reciprocal vectors: methodological framework and spatial gradient estimation, Ann. Geophys., 27, 3249–3273, &lt;a href=&quot;http://dx.doi.org/10.5194/angeo-27-3249-2009&quot;&gt;https://doi.org/10.5194/angeo-27-3249-2009&lt;/a&gt;, 2009.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Vogt, J., Haaland, S., and Paschmann, G.: Accuracy of multi-point boundary crossing time analysis, Ann. Geophys., 29, 2239–2252, &lt;a href=&quot;http://dx.doi.org/10.5194/angeo-29-2239-2011&quot;&gt;https://doi.org/10.5194/angeo-29-2239-2011&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Wang, Y., Le, G., Slavin, J. A., Boardsen, S. A., and Strangeway, R. J.: Space Technology 5 measurements of auroral field-aligned current sheet motion, Geophys. Res. Lett., 36, L02105, &lt;a href=&quot;http://dx.doi.org/10.1029/2008GL035986&quot;&gt;https://doi.org/10.1029/2008GL035986&lt;/a&gt;, 2009.</mixed-citation>
</ref>
</ref-list>
</back>
</article>