<?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>15</volume_number>
		<issue_number>1</issue_number>
		<publication_year>2008</publication_year>
	</journal>
	<doi>10.5194/npg-15-13-2008</doi>
	<article_url>http://www.nonlin-processes-geophys.net/15/13/2008/</article_url>
	<abstract_html>http://www.nonlin-processes-geophys.net/15/13/2008/npg-15-13-2008.html</abstract_html>
	<fulltext_pdf>http://www.nonlin-processes-geophys.net/15/13/2008/npg-15-13-2008.pdf</fulltext_pdf>
	<start_page>13</start_page>
	<end_page>24</end_page>
	<publication_date>2008-01-18</publication_date>
	<article_title content_type="html">North Atlantic climate variability in coupled models and data</article_title>
	<authors>
		<author numeration="1" affiliations="1,2">
			<name>S. K. Kravtsov</name>
			<email>kravtsov@uwm.edu</email>
		</author>
		<author numeration="2" affiliations="3">
			<name>W. K. Dewar</name>
		</author>
		<author numeration="3" affiliations="2,4">
			<name>M. Ghil</name>
		</author>
		<author numeration="4" affiliations="5,6">
			<name>P. S. Berloff</name>
		</author>
		<author numeration="5" affiliations="2">
			<name>J. C. McWilliams</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Department of Mathematical Sciences, University of Wisconsin-Milwaukee, P. O. Box 413, Milwaukee, WI 53201, USA</affiliation>
		<affiliation numeration="2" content_type="html">Dept. of Atmospheric and Oceanic Sciences,&amp; Institute of Geophysics and Planetary Physics, University of California at Los Angeles, Los Angeles, CA 90095&amp;ndash;1565, USA</affiliation>
		<affiliation numeration="3" content_type="html">Dept. of Oceanography, Florida State University, Tallahassee, FL, 32306, USA</affiliation>
		<affiliation numeration="4" content_type="html">Département Terre-Atmosphère-Océan, &amp; Laboratoire de Météorologie Dynamique (CNRS and IPSL), Ecole Normale Supérieure, F-75231 Paris Cedex 05, France</affiliation>
		<affiliation numeration="5" content_type="html">Dept. of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA 02543, USA</affiliation>
		<affiliation numeration="6" content_type="html">DAMTP, University of Cambridge, Cambridge, UK</affiliation>
	</affiliations>
	<abstract content_type="html">We show that the observed zonally averaged jet in the Northern Hemisphere
atmosphere exhibits two spatial patterns with broadband variability in the
decadal and inter-decadal range; these patterns are consistent with an
important role of local, mid-latitude ocean&amp;ndash;atmosphere coupling. A key
aspect of this behaviour is the fundamentally nonlinear bi-stability of the
atmospheric jet&apos;s latitudinal position, which enables relatively small
sea-surface temperature anomalies associated with ocean processes to affect
the large-scale atmospheric winds. The wind anomalies induce, in turn,
complex three-dimensional anomalies in the ocean&apos;s main thermocline; in
particular, they may be responsible for recently reported cooling of the
upper ocean. Both observed modes of variability, decadal and inter-decadal,
have been found in our intermediate climate models. One mode resembles North
Atlantic tri-polar sea-surface temperature (SST) patterns described
elsewhere. The other mode, with mono-polar SST pattern, is novel; its key
aspects include interaction of oceanic turbulence with the large-scale
oceanic flow. To the extent these anomalies exist, the interpretation of
observed climate variability in terms of natural and human-induced changes
will be affected. Coupled mid-latitude ocean-atmosphere modes do, however,
suggest some degree of predictability is possible.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Allen, R. M. and Smith, L. A.: Monte Carlo SSA: Detecting irregular oscillations in the presence of colored noise, J. Climate, 9, 3373&amp;ndash;3404, 1996. </reference>
		<reference numeration="2" content_type="text"> Allen, M. R. and Robertson, A. W.: Distinguishing modulated oscillations from coloured noise in multivariate data sets, Clim. Dynam., 12, 775&amp;ndash;784, doi:10.1007/s003820050142, 1996. </reference>
		<reference numeration="3" content_type="text"> Broomhead, D. S. and King, G. P.: Extracting qualitative dynamics from experimental data, Physica D, 20, 217&amp;ndash;236, 1986. </reference>
		<reference numeration="4" content_type="text"> Berloff, P.: On rectification of randomly forced flows, J. Mar. Res., 31, 497&amp;ndash;527, 2005. </reference>
		<reference numeration="5" content_type="text"> Berloff, P., Hogg, A., and Dewar, W.: The turbulent oscillator: A mechanism of low-frequency variability of the wind-driven ocean gyres, J. Phys. Oceanogr., 37, 1103&amp;ndash;1121, 2007a. </reference>
		<reference numeration="6" content_type="text"> Berloff, P., Dewar, W. K., Kravtsov, S., McWilliams, J. C., and Ghil, M.: Ocean eddy dynamics in a coupled ocean&amp;ndash;atmosphere model, J. Phys. Oceanogr., 37, 1103&amp;ndash;1121, 2007b. </reference>
		<reference numeration="7" content_type="text"> Berner, J. and Branstator, G.: Linear and nonlinear signatures of the planetary wave dynamics of an AGCM: Probability density functions, J. Atmos. Sci., 64, 117&amp;ndash;136, doi:10.1175/JAS3822.1, 2007. </reference>
		<reference numeration="8" content_type="text"> Czaja, A. and Marshall, J.: Observations of atmosphere&amp;ndash;ocean coupling in the North Atlantic, Q. J. Roy. Meteor. Soc., 127, 1893&amp;ndash;1916, 2001. </reference>
		<reference numeration="9" content_type="text"> Deloncle, A., Berk, R., D&apos;Andrea, F., and Ghil, M.: Weather regime prediction using statistical learning, J. Atmos. Sci., 64, 1619&amp;ndash;1635, 2007. </reference>
		<reference numeration="10" content_type="text"> Delworth, T. and Mann, M.: Observed and simulated multidecadal variability in the Northern Hemisphere, Clim. Dynam., 16, 16 661&amp;ndash;16 676, doi:10.1007/s003820000075, 2000. </reference>
		<reference numeration="11" content_type="text"> Deser, C.: On the teleconnectivity of the &quot;Arctic Oscillation,&quot; Geophys. Res. Lett., 27, 779&amp;ndash;782, doi:10.1029/1999GL010945, 2000. </reference>
		<reference numeration="12" content_type="text"> Deser, C. and Blackmon, M. L.: Surface climate variations over the North Atlantic Ocean during winter: 1900&amp;ndash;1989, J. Climate, 6, 1743&amp;ndash;1753, doi: 10.1175/1520-0442(1993)006&amp;lt;1743:SCVOTN&amp;gt;2.0.CO;2, 1993. </reference>
		<reference numeration="13" content_type="text"> Dijkstra, H. A. and Ghil, M.: Low-frequency variability of the large-scale ocean circulation: A dynamical systems approach, Rev. Geophys., 43, RG3002, doi:10.1029/2002RG000122, 2005. </reference>
		<reference numeration="14" content_type="text"> Dong, B. and Sutton, R.: Mechanism of interdecadal thermohaline circulation variability in a coupled ocean&amp;ndash;atmosphere model, J. Climate, 18, 1117&amp;ndash;1135, doi:10.1175/JCLI3442.1, 2005. </reference>
		<reference numeration="15" content_type="text"> Fraedrich, K.: An observational study of intraseasonal poleward propagation of zonal mean flow anomalies, J. Atmos. Sci., 43, 419&amp;ndash;432, 1986. </reference>
		<reference numeration="16" content_type="text"> Ghil, M. and Robertson, A. W.: Solving problems with GCMs: General circulation models and their role in the climate modeling hierarchy, General Circulation Model Development: Past, Present and Future, edited by: Randall, D., Academic Press, San Diego, pp. 285&amp;ndash;325, 2000. </reference>
		<reference numeration="17" content_type="text"> Ghil, M. and Vautard, R.: Interdecadal oscillations and the warming trend in global temperature time series, Nature, 350, 324&amp;ndash;327, doi:10.1038/350324a0, 1991. </reference>
		<reference numeration="18" content_type="text"> 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(1), 1003 doi:10.1029/2000RG000092, 2002. </reference>
		<reference numeration="19" content_type="text"> Grötzner, A., Latif, M., and Barnett, T. P.: A decadal climate cycle in the North Atlantic Ocean as simulated by the ECHO coupled GCM, J. Climate, 11, 831&amp;ndash;847, doi:10.1175/1520-0442(1998)011&amp;lt;0831:ADCCIT&amp;gt;2.0.CO;2, 1998. </reference>
		<reference numeration="20" content_type="text"> Hasselmann, K.: Stochastic climate models, Part I: Theory, Tellus, 28, 289&amp;ndash;305, 1976. </reference>
		<reference numeration="21" content_type="text"> Hsu, C. J. and Zwiers, F.: Climate change in recurrent regimes and modes of Northern Hemisphere atmospheric variability, J. Geophys. Res., 106(D17), 20,145&amp;ndash;20,160, 2001. </reference>
		<reference numeration="22" content_type="text"> Hurrell, J. E.: Decadal trends in the North Atlantic Oscillation: Regional temperatures and precipitation, Science, 269, 676&amp;ndash;679, doi:10.1126/science.269.5224.676, 1995. </reference>
		<reference numeration="23" content_type="text"> Jiang, S., Jin, F.-F., and Ghil, M.: Multiple equilibria, periodic and aperiodic solutions in a wind-driven, double-gyre, shallow-water model, J. Phys. Oceanogr., 25, 764&amp;ndash;786, 1995. </reference>
		<reference numeration="24" content_type="text"> Kalnay, E., Kanamitsu, M., Kistler, R., et al.: The NCEP/NCAR 40-year reanalysis project. B. Am. Meteorol. Soc., 77, 437&amp;ndash;471, doi:10.1175/1520-0477(1996)077&amp;lt;0437:TNYRP&amp;gt;2.0.CO;2, 1996. </reference>
		<reference numeration="25" content_type="text"> Koo, S., Robertson, A. W., and Ghil, M.: Multiple regimes and low-frequency oscillations in the Southern Hemisphere&apos;s zonal-mean flow, J. Geophys. Res., 107(D21), 4596, doi:10.1029/2001JD001353, 2003. </reference>
		<reference numeration="26" content_type="text"> Kravtsov, S. and Ghil, M.: Interdecadal variability in a hybrid coupled ocean-atmosphere-sea-ice model, J. Phys. Oceanogr., 34, 1756&amp;ndash;1775, doi:10.1175/1520-0485(2004)034&amp;lt;1756:IVIAHC&amp;gt;2.0.CO;2, 2004. </reference>
		<reference numeration="27" content_type="text"> Kravtsov, S., Robertson, A. W., and Ghil, M.: Bimodal behavior in the zonal mean flow of a baroclinic beta-channel model, J. Atmos. Sci., 62, 1746&amp;ndash;1769, doi:10.1175/JAS3443.1, 2005. </reference>
		<reference numeration="28" content_type="text"> Kravtsov, S., Robertson, A. W., and Ghil, M.: Multiple regimes and low-frequency oscillations in the Northern Hemisphere&apos;s zonal-mean flow, J. Atmos. Sci., 63, 840&amp;ndash;860, doi:10.1175/JAS3672.1, 2006a. </reference>
		<reference numeration="29" content_type="text"> Kravtsov, S., Berloff, P., Dewar, W. K., Ghil, M., and McWilliams, J. C.: Dynamical origin of low-frequency variability in a highly-nonlinear mid-latitude coupled model, J. Climate, 19, 6391&amp;ndash;6408, doi:10.1175/JCLI3976.1, 2006b. </reference>
		<reference numeration="30" content_type="text"> Kravtsov, S., Dewar, W. K., Berloff, P., McWilliams, J. C., and Ghil, M.: A highly nonlinear coupled mode of decadal variability in a mid-latitude ocean&amp;ndash;atmosphere model, Dyn. Atmos. Oceans, 43, 123&amp;ndash;150, doi:10.1016/j.dynatmoce.2006.08.001, 2007a. </reference>
		<reference numeration="31" content_type="text"> Kravtsov, S., Dewar, W. K., Ghil, M., McWilliams, J. C., and Berloff, P.: A mechanistic model of mid-latitude decadal climate variability, Physica D, in press, doi:10.1016/j.physd.2007.09.025, 2007b. </reference>
		<reference numeration="32" content_type="text"> Kushnir, Y.: Interdecadal variations in North Atlantic sea surface temperature and associated atmospheric conditions, J. Climate, 7, 141&amp;ndash;157, doi:10.1175/1520-0442(1994)007&amp;lt;0141:IVINAS&amp;gt;2.0.CO;2, 1994. </reference>
		<reference numeration="33" content_type="text"> Latif, M. and Barnett, T. P.: Decadal climate variability over the North Pacific and North America: Dynamics and predictability, J. Climate, 9, 2407&amp;ndash;2423, doi:10.1175/1520-0442(1996)009&amp;lt;2407:DCVOTN&amp;gt;2.0.CO;2, 1996. </reference>
		<reference numeration="34" content_type="text"> Latif, M., Roeckner, E., Botzetet, M., et al.: Reconstructing, monitoring, and predicting multidecadal-scale changes in the North Atlantic thermohaline circulation with sea surface temperature, J. Climate, 17, 1605&amp;ndash;1614, doi:10.1175/1520-0442(2004)017&amp;lt;1605:RMAPMC&amp;gt;2.0.CO;2, 2004. </reference>
		<reference numeration="35" content_type="text"> Levitus, S.: Interpentadal variability of temperature and salinity at intermediate depths of the North Atlantic Ocean: 1970&amp;ndash;1974 versus 1955&amp;ndash;1959, J. Geophys. Res., 94, 6091&amp;ndash;6131, doi:10.1029/89JC01436, 1989. </reference>
		<reference numeration="36" content_type="text"> Levitus, S. J., Antonov, I., and Boyer, T. P.: Warming of the world ocean, 1955 &amp;ndash; 2003, Geophys. Res. Lett., 32, L02604, doi:10.1029/2004GL021592, 2005. </reference>
		<reference numeration="37" content_type="text"> Lyman, J. M., Willis, J. K., and Johnson, G. C.: Recent cooling of the upper ocean, Geophys. Res. Lett., 33, L18604, doi:10.1029/2006GL027033, 2006. </reference>
		<reference numeration="38" content_type="text"> Mantua, N. J., Hare, S. R., Zhang, Y., Wallace, J. M., and Francis, R. C.: A Pacific interdecadal climate oscillation with impacts on salmon production, B. Am. Meteorol. Soc., 78, 1069&amp;ndash;1079, doi:10.1175/1520-0477(1997)078&amp;lt;1069:APICOW&amp;gt;2.0.CO;2, 1997. </reference>
		<reference numeration="39" content_type="text"> Marshall, J., Johnson, H., and Goodman, J.: A study of the interaction of the North Atlantic Oscillation with ocean circulation, J. Climate, 14, 1399&amp;ndash;1421, 2000. </reference>
		<reference numeration="40" 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&amp;ndash;1898, 2001. </reference>
		<reference numeration="41" content_type="text"> Mehta, V. M., Suarez, M. J., Manganello, J. V., and Delworth T. L.: Oceanic influence on the North Atlantic oscillation and associated Northern Hemisphere climate variations: 1959 - 1993, Geophys. Res. Lett., 27(1), 121&amp;ndash;124, doi:10.1029/1999GL002381, 2000. </reference>
		<reference numeration="42" content_type="text"> Moron, V., Vautard, R., and Ghil, M.: Trends, interdecadal and interannual oscillations in global sea-surface temperatures, Clim. Dynam., 14, 545&amp;ndash;569, doi:10.1007/s003820050241, 1998. </reference>
		<reference numeration="43" content_type="text"> Pierce, D. W., Barnett, T. P., Schneider, N., Saravanan, R., Dommenget, D., and Latif, M.: The role of ocean dynamics in producing decadal climate variability in the North Pacific, Clim. Dynam., 18, 51&amp;ndash;70, doi:10.1007/s003820100158, 2001. </reference>
		<reference numeration="44" content_type="text"> Power, S. and Colman, R.: Multi-year predictability in a coupled general circulation model, Clim. Dynam., 26, 247&amp;ndash;272, doi:10.1007/s00382-005-0055-y, 2006. </reference>
		<reference numeration="45" content_type="text"> Robertson, A. W.: Influence of ocean&amp;ndash;atmosphere interaction on the Arctic Oscillation in two general circulation models, J. Climate, 14, 3240&amp;ndash;3254, doi:10.1175/1520-0442(2001)014&amp;lt;3240:IOOAIO&amp;gt;2.0.CO;2, 2001. </reference>
		<reference numeration="46" content_type="text"> Rodwell, M. J., Rodwell, D. P., and Folland, C. K.: Oceanic forcing of the wintertime North Atlantic Oscillation and European climate, Nature, 398, 320&amp;ndash;323, doi:10.1038/18648, 1999. </reference>
		<reference numeration="47" content_type="text"> Saravanan, R.: Atmospheric low-frequency variability and its relationship to midlatitude SST variability: Studies using NCAR Climate System Model, J. Climate, 11, 1386&amp;ndash;1404, doi:10.1175/1520-0442(1998)011&amp;lt;1386:ALFVAI&amp;gt;2.0.CO;2, 1998. </reference>
		<reference numeration="48" content_type="text"> Schlesinger, M. E. and Ramankutty, N.: An oscillation in the global climate system of period 65&amp;ndash;70 years, Nature, 367, 723&amp;ndash;726, doi:10.1038/367723a0, 1994. </reference>
		<reference numeration="49" content_type="text"> Simonnet, E.: Quantization of the low-frequency variability of the double-gyre circulation, J. Phys. Oceanogr., 35, 2268&amp;ndash;2290, 2005. </reference>
		<reference numeration="50" content_type="text"> Simonnet, E., Ghil, M., Ide, K., Temam, R., and Wang, S.: Low-frequency variability in shallow-water models of the wind-driven ocean circulation. Part I: Steady-state solutions, J. Phys. Oceanogr., 33, 712&amp;ndash;728, 2003a. </reference>
		<reference numeration="51" content_type="text"> Simonnet, E., Ghil, M., Ide, K., Temam, R., and Wang, S.: Low-frequency variability in shallow-water models of the wind-driven ocean circulation. Part II: Time-dependent solutions, J. Phys. Oceanogr., 33, 729&amp;ndash;752, 2003b. </reference>
		<reference numeration="52" content_type="text"> Simonnet, E., Ghil, M., and Dijkstra, H. A.: Homoclinic bifurcations in the quasi-geostrophic double-gyre circulation, J. Mar. Res., 63, 931&amp;ndash;956, 2006. </reference>
		<reference numeration="53" content_type="text"> Speich, S., Dijkstra, H., and Ghil, M.: Successive bifurcations in a shallow-water model, applied to the wind-driven ocean circulation, Nonlin. Proc. Geophys., 2, 241&amp;ndash;268, 1995. </reference>
		<reference numeration="54" content_type="text"> Stephenson, D. B., Hannachi, A., and O&apos;Neill, A.: On the existence of multiple climate regimes, Q. J. Roy. Meteor. Soc., 130, 583&amp;ndash;605, 2004. </reference>
		<reference numeration="55" content_type="text"> Sutton, R. T. and Allen, M. R.: Decadal predictability in North Atlantic sea surface temperature and climate, Nature, 388, 563&amp;ndash;567, 1997. </reference>
		<reference numeration="56" content_type="text"> Vautard, R. and Ghil, M.: Singular spectrum analysis in nonlinear dynamics, with applications to paleoclimatic time series, Physica D, 35, 395&amp;ndash;424, 1989. </reference>
		<reference numeration="57" content_type="text"> Vautard, R., Mo, K.-C., and Ghil, M.: Statistical significance test for transition matrices of atmospheric Markov chains, J. Atmos. Sci., 47, 1926&amp;ndash;1931, doi:10.1175/1520-0469(1990)047&amp;lt;1926:SSTFTM&amp;gt;2.0.CO;2, 1990. </reference>
		<reference numeration="58" content_type="text"> Winton, M.: The damping effect of bottom topography on internal decadal-scale oscillations of the thermohaline circulation, J. Phys. Oceanogr., 27, 203&amp;ndash;208, 1997. </reference>
	</references>
</article>

