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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>16</volume_number>
		<issue_number>1</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/npg-16-43-2009</doi>
	<article_url>http://www.nonlin-processes-geophys.net/16/43/2009/</article_url>
	<abstract_html>http://www.nonlin-processes-geophys.net/16/43/2009/npg-16-43-2009.html</abstract_html>
	<fulltext_pdf>http://www.nonlin-processes-geophys.net/16/43/2009/npg-16-43-2009.pdf</fulltext_pdf>
	<start_page>43</start_page>
	<end_page>56</end_page>
	<publication_date>2009-02-05</publication_date>
	<article_title content_type="html">Climate spectrum estimation in the presence of timescale errors</article_title>
	<authors>
		<author numeration="1" affiliations="1,2">
			<name>M. Mudelsee</name>
			<email>mudelsee@mudelsee.com</email>
		</author>
		<author numeration="2" affiliations="3,4">
			<name>D. Scholz</name>
		</author>
		<author numeration="3" affiliations="1">
			<name>R. Röthlisberger</name>
		</author>
		<author numeration="4" affiliations="5,6">
			<name>D. Fleitmann</name>
		</author>
		<author numeration="5" affiliations="3">
			<name>A. Mangini</name>
		</author>
		<author numeration="6" affiliations="1">
			<name>E. W. Wolff</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">British Antarctic Survey, Cambridge, UK</affiliation>
		<affiliation numeration="2" content_type="html">Climate Risk Analysis, Hannover, Germany</affiliation>
		<affiliation numeration="3" content_type="html">Heidelberg Academy of Sciences, Heidelberg, Germany</affiliation>
		<affiliation numeration="4" content_type="html">Bristol Isotope Group, School of Geographical Sciences,  University of Bristol, Bristol, UK</affiliation>
		<affiliation numeration="5" content_type="html">Institute of Geological Sciences, University of Bern, Bern, Switzerland</affiliation>
		<affiliation numeration="6" content_type="html">Oeschger Centre for Climate Change Research, University of Bern, Bern, Switzerland</affiliation>
	</affiliations>
	<abstract content_type="html">We introduce an
algorithm (called REDFITmc2) for spectrum estimation
in the presence of timescale errors.
It is based on the Lomb-Scargle periodogram
for unevenly spaced time series,
in combination with the
Welch&apos;s Overlapped Segment Averaging procedure,
bootstrap bias correction
and
persistence estimation.
The timescale errors are modelled parametrically
and included in the simulations
for determining
(1) the upper levels
of the spectrum of the red-noise AR(1) alternative
and
(2) the uncertainty of the frequency of a spectral peak.
Application of REDFITmc2 to ice core and stalagmite
records of palaeoclimate allowed a more realistic
evaluation of spectral peaks
than when ignoring this source of uncertainty.
The results
support qualitatively the
intuition that stronger effects
on the spectrum estimate
(decreased detectability and increased frequency uncertainty)
occur for higher frequencies.
The surplus information brought by algorithm REDFITmc2
is that those effects are quantified.
Regarding timescale construction,
not only the fixpoints,
dating errors
and the functional form of the age-depth model
play a role.
Also the joint distribution of all time points
(serial correlation, stratigraphic order)
determines spectrum estimation.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Andersen, K. K., Ditlevsen, P. D., Rasmussen, S. O., Clausen, H. B., Vinther, B. M., Johnsen, S. J., and Steffensen, J. P.: Retrieving a common accumulation record from Greenland ice cores for the past 1800 years, J. Geophys. Res., 111, D15106, doi:10.1029/2005JD006765, 2006. </reference>
		<reference numeration="2" content_type="text"> Bartlett, M. S.: Periodogram analysis and continuous spectra, Biometrika, 37, 1–16, 1950. </reference>
		<reference numeration="3" content_type="text"> Bendat, J. S. and Piersol, A. G.: Random Data: Analysis and Measurement Procedures, 2nd edn. Wiley, New York, 566 pp., 1986. </reference>
		<reference numeration="4" content_type="text"> Buck, C. E. and Millard, A. R.\: Tools for Constructing Chronologies: Crossing Disciplinary Boundaries. Springer, London, 257 pp., 2004. </reference>
		<reference numeration="5" content_type="text"> Chan, K. S. and Tong, H.: A note on embedding a discrete parameter ARMA model in a continuous parameter ARMA model, J. Time Ser. Anal., 8, 277–281, 1987. </reference>
		<reference numeration="6" content_type="text"> Divine, D. V., Polzehl, J., and Godtliebsen, F.: A propagation-separation approach to estimate the autocorrelation in a time-series, Nonlin. Processes Geophys., 15, 591–599, 2008. </reference>
		<reference numeration="7" content_type="text"> Efron, B. and Tibshirani, R. J.: An Introduction to the Bootstrap. Chapman and Hall, London, 436 pp., 1993. </reference>
		<reference numeration="8" content_type="text"> EPICA Community Members: One-to-one coupling of glacial climate variability in Greenland and Antarctica, Nature, 444, 195–198, 2006. </reference>
		<reference numeration="9" content_type="text"> Ferraz-Mello, S.: Estimation of periods from unequally spaced observations, Astronom. J., 86, 619–624, 1981. </reference>
		<reference numeration="10" content_type="text"> Fisher, D. A., Reeh, N., and Clausen, H. B.: Stratigraphic noise in time series derived from ice cores, Ann. Glaciol., 7, 76–83, 1985. </reference>
		<reference numeration="11" content_type="text"> Fleitmann, D., Burns, S. J., Mudelsee, M., Neff, U., Kramers, J., Mangini, A., and Matter, A.: Holocene forcing of the Indian monsoon recorded in a stalagmite from Southern Oman, Science, 300, 1737–1739, 2003. </reference>
		<reference numeration="12" content_type="text"> Fleitmann, D., Burns, S. J., Mangini, A., Mudelsee, M., Kramers, J., Villa, I., Neff, U., Al-Subbary, A. A., Buettner, A., Hippler, D., and Matter, A.: Holocene ITCZ and Indian monsoon dynamics recorded in stalagmites from Oman and Yemen (Socotra), Quat. Sci. Rev., 26, 170–188, 2007. </reference>
		<reference numeration="13" content_type="text"> Fleitmann, D., Mudelsee, M., Burns, S. J., Bradley, R. S., Kramers, J., and Matter, A.: Evidence for a widespread climatic anomaly at around 9.2 ka before present, Paleoceanog., 23, PA1102, doi:1029/2007PA001519, 2008. </reference>
		<reference numeration="14" content_type="text"> Harris, F. J.: On the use of windows for harmonic analysis with the discrete Fourier transform, Proc. IEEE, 66, 51–83, 1978. </reference>
		<reference numeration="15" content_type="text"> Heegaard, E., Birks, H. J. B., and Telford, R. J.: Relationships between calibrated ages and depth in stratigraphical sequences: An estimation procedure by mixed-effect regression, The Holocene, 15, 612–618, 2005. </reference>
		<reference numeration="16" content_type="text"> Horne, J. H. and Baliunas, S. L.: A prescription for period analysis of unevenly sampled time series, Astrophys. J., 302, 757–763, 1986. </reference>
		<reference numeration="17" content_type="text"> Hoyt, D. V. and Schatten, K. H.: The Role of the Sun in Climate Change. Oxford University Press, New York, 279 pp., 1997. </reference>
		<reference numeration="18" content_type="text"> Jouzel, J., Masson-Delmotte, V., Cattani, O., Dreyfus, G., Falourd, S., Hoffmann, G., Minster, B., Nouet, J., Barnola, J. M., Chappellaz, J., Fischer, H., Gallet, J. C., Johnsen, S., Leuenberger, M., Loulergue, L., Luethi, D., Oerter, H., Parrenin, F., Raisbeck, G., Raynaud, D., Schilt, A., Schwander, J., Selmo, E., Souchez, R., Spahni, R., Stauffer, B., Steffensen, J. P., Stenni, B., Stocker, T. F., Tison, J. L., Werner, M., and Wolff, E. W.: Orbital and millennial Antarctic climate variability over the past 800 000 years, Science, 317, 793–796, 2007. </reference>
		<reference numeration="19" content_type="text"> Kendall, M. G.: Note on bias in the estimation of autocorrelation, Biometrika, 41, 403–404, 1954. </reference>
		<reference numeration="20" content_type="text"> Kodera, K.: Solar influence on the Indian Ocean monsoon through dynamical processes, Geophys. Res. Lett., 31, L24209, doi:10.1029/2004GL020928, 2004. </reference>
		<reference numeration="21" content_type="text"> Lisiecki, L. E. and Raymo, M. E.: A Plio-Pleistocene stack of 57 globally distributed benthic $\delta^18$O records, Paleoceanog., 20, PA1003, doi:10.1029/2004PA001071, 2005. </reference>
		<reference numeration="22" content_type="text"> Lomb, N. R.: Least-squares frequency analysis of unequally spaced data, Astro. Sp. Sc., 39, 447–462, 1976. </reference>
		<reference numeration="23" content_type="text"> Moore, M. I. and Thomson, P. J.: Impact of jittered sampling on conventional spectral estimates, J. Geophys. Res., 96, 18519–18526, 1991. </reference>
		<reference numeration="24" content_type="text"> Mudelsee, M.: Ramp function regression: A tool for quantifying climate transitions, Comput. Geosci., 26, 293–307, 2000. </reference>
		<reference numeration="25" content_type="text"> Mudelsee, M.: Note on the bias in the estimation of the serial correlation coefficient of AR(1) processes, Stat. Pap., 42, 517–527, 2001. </reference>
		<reference numeration="26" content_type="text"> Mudelsee, M.: TAUEST: A computer program for estimating persistence in unevenly spaced weather/climate time series, Comput. Geosci., 28, 69–72, 2002. </reference>
		<reference numeration="27" content_type="text"> Neff, U., Burns, S. J., Mangini, A., Mudelsee, M., Fleitmann, D., and Matter, A.: Strong coherence between solar variability and the monsoon in Oman between 9 and 6 kyr ago, Nature, 411, 290–293, 2001. </reference>
		<reference numeration="28" content_type="text"> Nuttall, A. H.: Some windows with very good sidelobe behavior, IEEE T. Acoust. Speech, 29, 84–91, 1981. </reference>
		<reference numeration="29" content_type="text"> Parrenin, F., Barnola, J.-M., Beer, J., Blunier, T., Castellano, E., Chappellaz, J., Dreyfus, G., Fischer, H., Fujita, S., Jouzel, J., Kawamura, K., Lemieux-Dudon, B., Loulergue, L., Masson-Delmotte, V., Narcisi, B., Petit, J.-R., Raisbeck, G., Raynaud, D., Ruth, U., Schwander, J., Severi, M., Spahni, R., Steffensen, J. P., Svensson, A., Udisti, R., Waelbroeck, C., and Wolff, E.: The EDC3 chronology for the EPICA Dome C ice core, Clim. Past, 3, 485–497, 2007. </reference>
		<reference numeration="30" content_type="text"> Priestley, M. B.: Spectral Analysis and Time Series, Academic Press, London, 890 pp., 1981. </reference>
		<reference numeration="31" content_type="text"> Raymo, M. E. and Huybers, P.: Unlocking the mysteries of the ice ages, Nature, 451, 284–285, 2008. </reference>
		<reference numeration="32" content_type="text"> Robinson, P. M.: Estimation of a time series model from unequally spaced data, Stoch. Process. Appl., 6, 9–24, 1977. </reference>
		<reference numeration="33" content_type="text"> Röthlisberger, R., Mudelsee, M., Bigler, M., de Angelis, M., Fischer, H., Hansson, M., Lambert, F., Masson-Delmotte, V., Sime, L., Udisti, R., and Wolff, E. W.: The Southern Hemisphere at glacial terminations: insights from the Dome C ice core, Clim. Past, 4, 345–356, 2008. </reference>
		<reference numeration="34" content_type="text"> Scargle, J. D.: Studies in astronomical time series analysis. II. Statistical aspects of spectral analysis of unevenly spaced data, Astrophys. J., 263, 835–853, 1982. </reference>
		<reference numeration="35" content_type="text"> Scargle, J. D.: Studies in astronomical time series analysis. III. Fourier transforms, autocorrelation functions, and cross-correlation functions of unevenly spaced data, Astrophys. J., 343, 874–887, 1989. </reference>
		<reference numeration="36" content_type="text"> Schulz, M. and Stattegger, K.: SPECTRUM: Spectral analysis of unevenly spaced paleoclimatic time series, Comput. Geosci., 23, 929–945, 1997. </reference>
		<reference numeration="37" content_type="text"> Schulz, M. and Mudelsee, M.: REDFIT: Estimating red-noise spectra directly from unevenly spaced paleoclimatic time series, Comput. Geosci., 28, 421–426, 2002. </reference>
		<reference numeration="38" content_type="text"> Schuster, A.: On the investigation of hidden periodicities with application to a supposed 26 day period of meteorological phenomena, Terrestr. Magn., 3, 13–41, 1898. </reference>
		<reference numeration="39" content_type="text"> Spötl, C., Scholz, D., and Mangini, A.: A terrestrial U/Th-dated stable isotope record of the penultimate interglacial, Earth Planet. Sci. Lett., 276, 283–292, 2008. </reference>
		<reference numeration="40" content_type="text"> Stuiver, M. and Braziunas, T. F.: Sun, ocean, climate and atmospheric $^14$CO&lt;sub&gt;2&lt;/sub&gt;: An evaluation of causal and spectral relationships, Holocene, 3, 289–305, 1993. </reference>
		<reference numeration="41" content_type="text"> Thomson, D. J.: Spectrum estimation and harmonic analysis, Proc. IEEE, 70, 1055–1096, 1982. </reference>
		<reference numeration="42" content_type="text"> Thomson, P. J. and Robinson, P. M.: Estimation of second-order properties from jittered time series, Ann. Inst. Statist. Math., 48, 29–48, 1996. </reference>
		<reference numeration="43" content_type="text"> VanDongen, H. P. A., Olofsen, E., VanHartevelt, J. H., and Kruyt, E. W.: Periodogram analysis of unequally spaced data: The Lomb method. Leiden University, Leiden, 66 pp., 1997. </reference>
		<reference numeration="44" content_type="text"> Welch, P. D.: The use of Fast Fourier Transform for the estimation of power spectra: A method based on time averaging over short, modified periodograms, IEEE T. Audio Electro., 15, 70–73, 1967. </reference>
		<reference numeration="45" content_type="text"> Wolff, E. W., Fischer, H., Fundel, F., Ruth, U., Twarloh, B., Littot, G. C., Mulvaney, R., Röthlisberger, R., de Angelis, M., Boutron, C. F., Hansson, M., Jonsell, U., Hutterli, M. A., Lambert, F., Kaufmann, P., Stauffer, B., Stocker, T. F., Steffensen, J. P., Bigler, M., Siggaard-Andersen, M. L., Udisti, R., Becagli, S., Castellano, E., Severi, M., Wagenbach, D., Barbante, C., Gabrielli, P., and Gaspari, V.: Southern Ocean sea-ice extent, productivity and iron flux over the past eight glacial cycles, Nature, 440, 491–496, 2006. </reference>
		<reference numeration="46" content_type="text"> Wunsch, C.: On sharp spectral lines in the climate record and the millennial peak, Paleoceanog., 15, 417–424, 2000. </reference>
	</references>
</article>

