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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACPD</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACPD</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7375</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acpd-8-4603-2008</article-id>
<title-group>
<article-title>Gap filling and noise reduction of unevenly sampled data by means of the Lomb-Scargle periodogram</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hocke</surname>
<given-names>K.</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>Kämpfer</surname>
<given-names>N.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Institute of Applied Physics, University of Bern, Switzerland</addr-line>
</aff>
<pub-date pub-type="epub">
<day>04</day>
<month>03</month>
<year>2008</year>
</pub-date>
<volume>8</volume>
<issue>2</issue>
<fpage>4603</fpage>
<lpage>4623</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
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<abstract>
<p>The Lomb-Scargle periodogram is widely used for the estimation of the power
spectral density of unevenly sampled data. A small extension of the algorithm
of the Lomb-Scargle periodogram permits the estimation of the phases of the
spectral components. The amplitude and phase information is sufficient for
the construction of a complex Fourier spectrum. The inverse Fourier transform
can be applied to this Fourier spectrum and provides an evenly sampled series
(Scargle, 1989). We are testing the proposed reconstruction method by means
of artificial time series and real observations of mesospheric ozone, having
data gaps and noise. For data gap filling and noise reduction, it is
necessary to modify the Fourier spectrum before the inverse Fourier transform
is done. The modification can be easily performed by selection of the
relevant spectral components which are above a given confidence limit or
within a certain frequency range. Examples with time series of lower
mesospheric ozone show that the reconstruction method can reproduce steep
ozone gradients around sunrise and sunset and superposed planetary wave-like
oscillations observed by a ground-based microwave radiometer at Payerne.</p>
</abstract>
<counts><page-count count="21"/></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"> Adorf, H.-M.: Interpolation of irregularly sampled data series &amp;ndash; a survey, Astronomical data analysis software and systems IV, ASP conference series, edited by: Shaw, R. E., Payne, H. E., and Hayes, J. J. E., 77, 1&amp;ndash;4, 1995. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Altadill, D., Apostolev, E M., Jacobi, C., and Mitchell, N J.: Six-day westward propagating wave in the maximum electron density of the ionosphere, Ann. Geophys., 21, 1577&amp;ndash;1588, 2003. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Bretthorst, G.: Generalizing the Lomb-Scargle periodogram, in: Maximum Entropy and Bayesian Methods in Science and Engineering, edited by: Mohammad-Djafari, A., AIP conference proceedings, USA, 2001a. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Bretthorst, G.: Generalizing the Lomb-Scargle periodogram &amp;ndash; The nonsinusoidal case, in: Maximum Entropy and Bayesian Methods in Science and Engineering, edited by: Mohammad-Djafari, A., AIP conference proceedings, USA, 2001b. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Calisesi, Y.: Monitoring of stratospheric and mesospheric ozone with a ground-based microwave radiometer: data retrieval, analysis, and applications, Ph.D. thesis, http://www.iap.unibe.ch/publications/, Philosophisch-Naturwissenschaftliche Fakultät, Universität Bern, Bern, Switzerland, 2000. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Calisesi, Y.: The Stratospheric Ozone Monitoring Radiometer SOMORA: NDSC Application Document, IAP Research Report 2003-11, http://www.iap.unibe.ch/publications/, Institut für angewandte Physik, Universität Bern, Bern, Switzerland, 2003. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Calisesi, Y., Soebijanta, V T., and van Oss, R O.: Regridding of remote soundings: Formulation and application to ozone profile comparison, J. Geophys. Res., 110, D23306, \doi10.1029/2005JD006122, 2005. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Ford, E. A K., Aruliah, A L., Griffin, E M., and McWhirter, I.: Thermospheric gravity waves in Fabry-Perot interferometer measurements of the 630.0 nm OI line, Ann. Geophys., 24, 555&amp;ndash;566, 2006. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Ghil, M., Allen, M R., Dettinger, M D., Ide, K., Kondrashov, D., Mann, M E., Robertson, A W., Saunders, A., Tian, Y., Varadi, F., and Yiou, P.: Advanced spectral methods for climatic time series, Rev. Geophys., 40, 1003, \doi10.1029/2000RG000092, 2002. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Hall, C M., Nozawa, S., Meek, C E., Manson, A H., and Luo, Y.: Periodicities in energy dissipation rates in the auroral mesosphere/lower thermosphere, Ann. Geophys., 21, 787&amp;ndash;796, 2003. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Hocke, K.: Phase estimation with the Lomb-Scargle periodogram method, Ann. Geophys., 16, 356&amp;ndash;358, 1998. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Hocke, K., Kämpfer, N., Feist, D G., Calisesi, Y., Jiang, J H., and Chabrillat, S.: Temporal variance of lower mesospheric ozone over Switzerland during winter 2000/2001, Geophys. Res. Lett., 33, L09801, \doi10.1029/2005GL025496, 2006. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Hocke, K., Kämpfer, N., Ruffieux, D., Froidevaux, L., Parrish, A., Boyd, I., von Clarmann, T., Steck, T., Timofeyev, Y., Polyakov, A., and Kyrölä, E.: Comparison and synergy of stratospheric ozone measurements by satellite limb sounders and the ground-based microwave radiometer SOMORA, Atmos. Chem. Phys., 7, 4117&amp;ndash;4131, 2007. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Kondrashov, D. and Ghil, M.: Spatio-temporal filling of missing points in geophysical data sets, Nonlin. Processes Geophys., 13, 151&amp;ndash;159, 2006. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Lomb, N R.: Least-squares frequency analysis of unequally spaced data, Astrophys. Space Sci., 39, 447&amp;ndash;462, 1976. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Nozawa, S., Brekke, A., Maeda, S., Aso, T., Hall, C M., Ogawa, Y., Buchert, S C., Röttger, J., Richmond, A D., Roble, R., and Fuji, R.: Mean winds, tides, and quasi-2 day wave in the polar lower thermospshere observed in European Incoherent Scatter (EISCAT) 8 day run data in November 2003, J. Geophys. Res., 110, A12309, \doi10.1029/2005JA011128, 2005. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Press, W H., Teukolsky, S A., Vetterling, W T., and Flannery, B P.: Numerical recipes in Fortran, Cambridge University Press, Cambridge, USA, 2 edn., 1992. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Rodgers, C D.: Retrieval of atmospheric temperature and composition from remote measurements of thermal radiation, Rev. Geophys. Space Phys., 14, 609&amp;ndash;624, 1976. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Scargle, J D.: Studies in astronomical time series analysis. II. Statistical  aspects of spectral analysis of unevenly spaced data, Astrophys. J., 263,  835&amp;ndash;853,  1982. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Scargle, J D.: Studies in astronomical time series analysis. III. Fourier  transforms, autocorrelation and cross-correlation functions of unevenly  spaced data, Astrophys. J., 343, 874&amp;ndash;887, 1989. </mixed-citation>
</ref>
</ref-list>
</back>
</article>