<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE article SYSTEM "http://www.nonlin-processes-geophys.net/inc/npg/copernicus.dtd">
<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>2</issue_number>
		<publication_year>2010</publication_year>
	</journal>
	<doi>10.5194/npg-17-93-2010</doi>
	<article_url>http://www.nonlin-processes-geophys.net/17/93/2010/</article_url>
	<abstract_html>http://www.nonlin-processes-geophys.net/17/93/2010/npg-17-93-2010.html</abstract_html>
	<fulltext_pdf>http://www.nonlin-processes-geophys.net/17/93/2010/npg-17-93-2010.pdf</fulltext_pdf>
	<start_page>93</start_page>
	<end_page>101</end_page>
	<publication_date>2010-03-05</publication_date>
	<article_title content_type="html">Predictability of the monthly North Atlantic Oscillation index based on fractal analyses and dynamic system theory</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>M. D. Martínez</name>
			<email>dolors.martinez@upc.edu</email>
		</author>
		<author numeration="2" affiliations="2">
			<name>X. Lana</name>
		</author>
		<author numeration="3" affiliations="3">
			<name>A. Burgueño</name>
		</author>
		<author numeration="4" affiliations="2">
			<name>C. Serra</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Dept. de Física Aplicada, Universitat Politècnica de Catalunya, Av. Diagonal 649, 08028 Barcelona, Spain</affiliation>
		<affiliation numeration="2" content_type="html">Dept. de Física i Enginyeria Nuclear, Universitat Politècnica de Catalunya, Av. Diagonal 647, 08028 Barcelona, Spain</affiliation>
		<affiliation numeration="3" content_type="html">Dept. d&apos;Astronomia i Meteorologia, Universitat de Barcelona, C./ Martí Franquès 1, 08028 Barcelona, Spain</affiliation>
	</affiliations>
	<abstract content_type="html">The predictability of the monthly North Atlantic Oscillation, NAO, index is
analysed from the point of view of different fractal concepts and dynamic
system theory such as lacunarity, rescaled analysis (Hurst exponent) and
reconstruction theorem (embedding and correlation dimensions, Kolmogorov
entropy and Lyapunov exponents). The main results point out evident signs of
randomness and the necessity of stochastic models to represent time evolution
of the NAO index. The results also show that the monthly NAO index behaves as
a white-noise Gaussian process. The high minimum number of nonlinear
equations needed to describe the physical process governing the NAO index
fluctuations is evidence of its complexity. A notable predictive instability
is indicated by the positive Lyapunov exponents. Besides corroborating the
complex time behaviour of the NAO index, present results suggest that random
Cantor sets would be an interesting tool to model lacunarity and time
evolution of the NAO index.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Ambaum, M. H. P., Hoskins, B. J., and Stephenson, D. B.: Arctic oscillation or North Atlantic oscillation?, J. Climate, 14, 3495–3507, 2001. </reference>
		<reference numeration="2" content_type="text"> Cohen, A. and Procaccia, I.: Estimation of Kolmogorv entropy from time signals of dissipative and conservative dynamical systems, Phys. Rev., A, 31, 1872–1882, 1983. </reference>
		<reference numeration="3" content_type="text"> Bera Anil, K. and Jarque, C. M.: Efficient tests for normality, homoscedasticity and serial independence of regression residuals, Econ. Lett., 7(4), 313–318, 1981. </reference>
		<reference numeration="4" content_type="text"> Caldeira, R., Fernández, I., and Pacheco, J. M.: On NAO&apos;s predictability through the DFA method, Meteorol. Atmos. Phys., 96, 221–227, 2007. </reference>
		<reference numeration="5" content_type="text"> Collette, C. and Ausloos, M.: Scaling analysing and evolution equation of the North Atlantic oscillation index fluctuations, Int. J. Mod. Phys C, 15(10), 1353–1366, 2004. </reference>
		<reference numeration="6" content_type="text"> D&apos;Agostino, R. B., Belanger, A., and D&apos;Agostino Jr., R. B.: A suggestion for using powerful and informative tests of normality, Am. Stat., 44(4), 316–321, 1990. </reference>
		<reference numeration="7" content_type="text"> Diks, C.: Nonlinear Time Series Analysis. Methods and Applications. Nonlinear Time Series and Chaos, 4. World Scientific, London, 209~pp., 1999. </reference>
		<reference numeration="8" content_type="text"> Eckmann, J. P., Oliffson, S., Ruelle, D., and Cilliberto, S.: Lyapunov exponents from time series, Phys. Rev., A, 34(6), 4971–4979, 1986. </reference>
		<reference numeration="9" content_type="text"> Feldstein, S. B.: The timescale, power spectra and climate noise properties of teleconnection patterns, J. Climate, 13, 4413–4440, 2000. </reference>
		<reference numeration="10" content_type="text"> Fernández, I., Hernández, C. N., and Pacheco, J. M.: Is the North Atlantic Oscillation just a pink noise?, Physica A, 323, 705–714, 2003. </reference>
		<reference numeration="11" content_type="text"> Grassberger, P. and Procaccia, I.: Characterization of strange attractors, Phys. Rev. Lett., 50, 346–349, 1983a. </reference>
		<reference numeration="12" content_type="text"> Grassberger, P. and Procaccia, I.: Estimation of the Kolmogorov entropy from a chaotic signal, Phys. Rev., A, 28, 2591, doi:10.1103/PhysRevA.28.2591, 1983b. </reference>
		<reference numeration="13" content_type="text"> Hurrell, J. W., Kuschnir, Y., and Visbeck, M.: The North Atlantic oscillation, Science, 291, 603–605, 2001. </reference>
		<reference numeration="14" content_type="text"> Johansson, Å.: Prediction skill of the NAO and PNA from daily to seasonal time scales, J. Climate, 20, 1957–1975, 2007. </reference>
		<reference numeration="15" content_type="text"> Jones, P. D., Jonsson, T., and Wheeler, D.: Extension to the North Atlantic Oscillation using early instrumental pressure observations from Gibraltar and South-West Iceland, Int. J. Climatol., 17, 1433–1450, 1997. </reference>
		<reference numeration="16" content_type="text"> Korvin, G.: Fractals Models in the Earth Sciences, Elsevier, Amsterdam, 396~pp., 1992. </reference>
		<reference numeration="17" content_type="text"> Krichak, S. O. and Alpert, P.: Signatures of the NAO in the atmospheric circulation during wet winter months over the Mediterranean region, Theor. Appl. Climatol., 82, 27–39, 2005. </reference>
		<reference numeration="18" content_type="text"> Lomnitz, C.: Fundamentals of Earthquake prediction, Wiley, New York, 1994. </reference>
		<reference numeration="19" content_type="text"> Mandelbrot, B. B.: The Fractal Geometry of Nature, Freeman, San Francisco, 1982. </reference>
		<reference numeration="20" content_type="text"> Marshall, J., Kushnir, Y., Battisti, D., Chang, P., Czaja, A., Dickson, R., Hurrell, J., McCartney, M., Saravanan, R., and Visbeck, M.: North Atlantic climate variability: phenomena, impacts and mechanisms, Int. J. Climatol., 21, 1863–1898, 2001. </reference>
		<reference numeration="21" content_type="text"> Martín, M. L., Luna, M. Y., Morata, A., and Valero, F.: North Atlantic teleconnections patterns of low-frequency variability and their links with springtime precipitation in the Western Mediterranean, Int. J. Climatol., 24, 213–230, 2004. </reference>
		<reference numeration="22" content_type="text"> Martínez, M.D., Lana, X., Burgueño, A., and Serra, C.: Lacunarity, predictability and predictive instability of the daily pluviometric regime in the Iberian Peninsula, Nonlin. Processes Geophys., 14, 109–121, 2007. </reference>
		<reference numeration="23" content_type="text"> Mills, T. C.: Is the North Atlantic oscillation a random walk? A comment with further results, Int. J. Climatol., 24, 377–383, 2004. </reference>
		<reference numeration="24" content_type="text"> Müller, W. A., Appenzeller, C., and Schär, C.: Probabilistic seasonal prediction of the winter North Atlantic Oscillation and its impact on near surface temperature, Clim. Dynam., 24, 213–226, 2005. </reference>
		<reference numeration="25" content_type="text"> Muñoz-Díaz, D. and Rodrigo, F. S.: Impacts of the North Atlantic Oscillation on the probability of dry and wet winters in Spain, Clim. Res., 27, 33–43, 2004. </reference>
		<reference numeration="26" content_type="text"> Ruelle, D.: Deterministic Chaos: The Science and the Fiction, Proc. R. Soc. Lon. Ser.-A, 427, 241–248, 1990. </reference>
		<reference numeration="27" content_type="text"> Stephenson, D. B., Pavan, V., and Bojariu, R.: Is the North Atlantic oscillation a random walk?, Int. J. Climatol., 20, 1–18, 2000. </reference>
		<reference numeration="28" content_type="text"> Stoop, F. and Meier, P. F.: Evaluation of Lyapunov exponents and scaling functions from time series, J. Opt. Soc. Am., B, 5, 1037–1045, 1988. </reference>
		<reference numeration="29" content_type="text"> Theiler, J.: Lacunarity in a best estimation of cluster dimension, Phys. Lett A, 133, 195–200, 1988. </reference>
		<reference numeration="30" content_type="text"> Trigo, R. M., Osborn, T. J., and Corte-Real, J. M.: The North Atlantic Oscillation influence on Europe: climate impacts and associated physical mechanisms, Clim. Res., 20, 9–17, 2002. </reference>
		<reference numeration="31" content_type="text"> Turcotte, D. L.: Fractal and Chaos in Geology and Geophysics, 2nd edn., Cambridge University Press, 398~pp., 1997. </reference>
		<reference numeration="32" content_type="text"> Ulbrich, U. and Christoph, M.: A shift of the NAO and increasing storm track activity over Europe due to anthropogenic greenhouse gas forcing, Clim. Dynam., 15, 551–559, 1999. </reference>
		<reference numeration="33" content_type="text"> Wallace, J. M.: North Atlantic oscillation/annular mode: Two paradigms – one phenomenon, Q. J. Roy. Meteor. Soc., 126, 791–806, 2000. </reference>
	</references>
</article>

