Abstract
Variations of the global sea level pressure (SLP) field reflect atmospheric and oceanic influences and have a profound influence on temperature, precipitation and the global carbon cycle. The impact of various forcing factors on this field was investigated mainly based on numerical simulations. Alternatively, here we identify and quantify the influences of various forcing factors on observational, reanalysis and simulated SLP fields. By applying canonical correlation analysis (CCA) on the aforementioned data sets, we separated and quantified the impact of increase CO2 concentration, El Niño–Southern Oscillation (ENSO), Atlantic Multidecadal Oscillation (AMO), Arctic Oscillation (AO) and solar forcing on the global SLP field, based on their associations with known footprints on the sea surface temperature (SST). Together, their corresponding SLP spatial structures explain ~ 60% of the observed variance. Whereas the atmospheric CO2 concentration has the most prominent impact on the global SLP field, explaining 28% of variance, ENSO and AO account for 9% each. The solar forcing and AMO explain 7%, respectively 6% of global SLP variance. Similar spatial structures corresponding to the same forcing factors are identified based on the reanalysis SLP data. CCA applied on simulated SLP fields derived from six CMIP5 model simulations captures only the spatial structures of atmospheric CO2 concentration, ENSO, AAO and AO. Such a decomposition of the global pressure field based on a linear combination of coupled SST-SLP pairs provide a reference against which one could validate the performance of general circulation models in simulating the lower atmosphere dynamics.



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References
Abram NJ, Mulvaney R, Vimeux F, Phipps J, Turner J, England MH (2014) Evolution of the Southern Annular Mode during the past millennium. Nat Clim Change 4:564–569. https://doi.org/10.1038/nclimate2235
AchutaRao K, Sperber KR (2006) ENSO simulation in coupled ocean–atmosphere models: are the current models better? Clim Dyn 27(1):1–15
Allan RJ, Ansell TJ (2006) A new globally complete monthly historical mean sea level pressure data set (HadSLP2): 1850–2004. J Clim 19:5816–5842
Arblaster JM, Meehl GA (2006) Contributions of external forcings to southern annular mode trends. J Clim 19:2896–2905
Bjerknes J (1969) Atmospheric teleconnections from the equatorial pacific. J Phys Oceanogr 97(3):163–172
Bretherton CS, Widmann M, Dymnikov VP, Wallace JM, Blade I (1999) The effective number of spatial degrees of freedom of a time-varying field. J Clim 12:1990–2009
Camp CD, Tung KK (2007) Surface warming by the solar cycle revealed by the composite mean difference projection. Geophys Res Lett 34:L14703. https://doi.org/10.1029/2007GL030207
Cattiaux J, Cassou C (2013) Opposite CMIP3/CMIP5 trends in the wintertime Northern Annular Mode explained by combined local sea ice and remote tropical influences. Geophys Res Lett 40:3682–3687. https://doi.org/10.1002/grl.50643
Cayan DR (1992) Latent and sensible heat flux anomalies over the northern oceans: driving the sea surface temperature. J Phys Oceanogr 22:859–881. https://doi.org/10.1175/1520-0485(1992)022%3c0859:LASHFA%3e2.0.CO;2
Christiansen B (2008) Volcanic eruptions, large-scale modes in the Northern Hemisphere and the El Nino–Southern Oscillation. J Clim 21:910–922
Ciasto LM, Simpkins GR, England MH (2015) Teleconnections between tropical Pacific SST anomalies and extratropical Southern Hemisphere climate. J Clim 28:56–65. https://doi.org/10.1175/JCLI-D-14-00438.1
Cohen J, Jones J (2011) A new index for more accurate winter predictions. Geophys Res Lett 38:L21701. https://doi.org/10.1029/2011GL049626
Collins M et al (2011) The impact of global warming on the tropical Pacific Ocean and El Niño. Nat Geosci 3:391–397. https://doi.org/10.1038/NGEO868
Deser C, Alexander MA, Xie SP, Phillips AS (2010) Sea surface temperature variability: patterns and mechanisms. Ann Rev Mar Sci 2:115–143. https://doi.org/10.1146/annurev-marine-120408-51453
Deser C, Phillips A, Bourdette V, Teng H (2012) Uncertainty in climate change projections: the role of internal variability. Clim Dyn 38(3–4):527–546
Deser C, Walsh JE, Timlin MS (2000) Arctic sea ice variability in the context of recent atmospheric circulation trends. J Clim 13:617–633
Dima M, Lohmann G (2007) A hemispheric mechanisms for the Atlantic Multidecadal Oscillation. J Clim 20:2706–2719
Dima M, Lohmann G, Dima I (2005) Solar-induced and internal climate variability at decadal time scales. Int J Climatol 24:713–733
Dima M, Rimbu N, Stefan S (2001) Quasi-Decadal variability in the Atlantic basin involving tropics-midlatitudes and ocean-atmosphere interactions. J Clim 14:823–828
Dima M, Voiculescu M (2016) Global patterns of solar influence on high cloud cover. Clim Dyn. https://doi.org/10.1002/2016GL069961
Exner FM (1913) Über monatliche Witterungsanomalien auf der nördlichen Erdhälfte im Winter. – Sitzungsberichte d.Kaiserl. Akad. der Wissenschaften 122:1165–1240
Fyfe JC, Boer GJ, Flato GM (1999) Arctic and Antarctic Oscillations and their projected changes under global warming. Geophys Res Lett 26:1601–1604
Gastineau G, Frankignoul C (2015) Influence of the North Atlantic SST variability on the atmospheric circulation during the twentieth century. J Clim 28:1396–1416. https://doi.org/10.1175/JCLI-D-14-00424.1
Gillett NP, Fyfe JC (2013) Annular mode changes in the CMIP5 simulations. Geophys Res Lett 40:1189–1193. https://doi.org/10.1002/grl.5024,2013
Gillett NP, Fyfe JC, Parker DE (2013) Attribution of observed sea level pressure trends to greenhouse gas, aerosol, and ozone changes. Geophys Res Lett 40:2302–2306. https://doi.org/10.1002/grl.50500,2013
Gillett NP, Kell TD, Jones PD (2006) Regional climate impacts of the Southern Annular Mode. Geophys Res Lett 3:L23704. https://doi.org/10.1029/2006GL027721
Gillett NP, Thompson DWJ (2003) Simulation of recent Southern Hemisphere climate change. Science 302:273–275
Gillett NP, Zwiers FW, Weaver Andrew AJ, Stott PA (2003) Detection of human influence on sea-level pressure. Nature 422:292–294
Gong DY, Wang S (1999) Definition of Antarctic oscillation index. Geophys Res Lett 26:459–462
Gray LJ, Scaife AA, Mitchell DM, Osprey S, Ineson S, Hardiman S, Butchart N, Knight J, Sutton R, Kodera K (2013) A lagged response to the 11 years solar cycle in observed winter Atlantic/European weather patterns. J Geophys Res Atmos 118:13405–13420. https://doi.org/10.1002/2013JD020062
Gulev SK, Latif M, Keenlyside N, Park W, Koltermann KP (2013) North Atlantic Ocean control on surface heat flux on multidecadal timescales. Nature 499:464–467
Ham Y, Kug J (2014) ENSO phase-locking to the boreal winter in CMIP3 and CMIP5 models. Clim Dyn 43:305–318. https://doi.org/10.1007/s00382-014-2064-1CrossRefGoogleScholar
Han Z, Luo F, Li S, Gao Y, Furevik T, Svendsen L (2016) Simulation by CMIP5 models of the Atlantic multidecadal oscillation and its climate impacts. Adv Atmos Sci 33:1329–1342. https://doi.org/10.1007/s00376-016-5270-4
Hood L, Schimanke S, Spangehl T, Bal S, Cubasch U (2013) The surface climate response to 11-Yr solar forcing during northern winter: observational analyses and comparisons with GCM simulations. J Clim 26:7489–7506
Huang B, Thorne PW et al (2017) Extended reconstructed sea surface temperature version 5 (ERSSTv5), Upgrades, validations, and intercomparisons. J Kalnay E et al 1996. The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77:437–470
Hurrell JW (1995) Decadal trends in the North Atlantic Oscillation and relationships to regional temperature and precipitation. Science 269:676–679
Hurrell JW, Deser C (2009) North Atlantic climate variability: the role of the North Atlantic Oscillation. J Mar Syst 78(1):28–41. https://doi.org/10.1016/j.jmarsys.2008.11.026
Huth R, Bochnicek J, Hejda P (2007) The 11-year solar cycle affects the intensity and annularity of the Arctic Oscillation. J Atmos Sol Terr Phys 69:1095–1109
Ineson S, Scaife AA, Knight JR, Manners JC, Dunstone NJ, Gray LJ, Haigh JD (2011) Solar forcing of winter climate variability in the Northern Hemisphere. Nat Geosci 4:753–757
Ionita M, Scholz P, Lohmann G, Dima M, Prange M (2016) Linkages between atmospheric blocking, sea ice export through Fram Strait and the Atlantic Meridional Overturning Circulation. Sci Rep 6:32881. https://doi.org/10.1038/srep32881
IPCC (2013) Climate change 2013: the physical science basis. In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge, UK and New York, NY, 1535 pp
Jaiser R, Dethloff K, Handorf D, Rinke A, Cohen J (2012) Impact of sea ice cover changes on the Northern Hemisphere atmospheric winter circulation. Tellus 64:11595. https://doi.org/10.3402/tellusa.v64i0.11595
Kalnay et al (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77:437–470
Karpechko AY, Manzini E (2012) Stratospheric influence on tropospheric climate change in the Northern Hemisphere. J Geophys Res. https://doi.org/10.1029/2011JD017036
Kerr RA (2000) A North Atlantic climate pacemaker for the centuries. Science 288:5473. https://doi.org/10.1126/science.288.5473.1984
Knight J, Allan RJ, Folland CK, Vellinga M, Mann ME (2005) A signature of persistent natural thermohaline circulation cycles in observed climate. Geophys Res Lett 32:L20708. https://doi.org/10.1029/2005GL024233
Kodera K, Kuroda Y (2002) Dynamical response to the solar cycle. J Geophys Res 107:4749
Kuroda Y (2018) On the origin of the solar cycle modulation of the Southern Annular Mode. J Geophys Res Atm 123:1959–1969. https://doi.org/10.1002/2017JD027091
Kuroda Y, Kodera K (2005) Solar cycle modulation of the Southern Annular Mode. Geophys Res Lett 32:L13802. https://doi.org/10.1029/2005GL022516
Kuzmina SI, Bengtsson L, Johannessen OM, Drange H, Bobylev LP, Miles MW (2005) The North Atlantic Oscillation and greenhouse-gas forcing. Geophys Res Let. https://doi.org/10.1029/2004gl021064
Latif M, Roeckner E, Botzet M, Esch M, Haak H, Hagemann S, Jungclaus J, Legutke S, Marsland S, Mikolajewicz U, Mitchell J (2004) Reconstructing, monitoring and predicting multidecadal-scale changes in the North Atlantic thermohaline circulation with sea surface temperature. J Clim 17:1605–1614
Li XC, Holland DM, Gerber EP, Yoo C (2014) Impacts of the north and tropical Atlantic Ocean on the Antarctic Peninsula and sea ice. Nature 505:538–542
Li F, Wang H (2013) Autumn sea ice cover, winter Northern Hemisphere annular mode, and winter precipitation in Eurasia. J Clim 26:3968–3981. https://doi.org/10.1175/JCLI-D-12-00380.1
Linkin ME, Nigam S (2008) The North Pacific Oscillation–west pacific teleconnection pattern: mature-phase structure and winter impacts. J Clim 21:1979–1997
Lohmann G, Rimbu N, Dima M (2004) Climate signature of solar irradiance variations: analysis of long-term instrumental, historical, and proxy data. Int J Clim 24:1045–1056. https://doi.org/10.1002/joc.1054
Lorenz EN (1951) Seasonal and irregular variations of the Northern Hemisphere sea level pressure profile. J Meteorol 8:52–59
Lorenz DJ, Hartmann DL (2001) Eddy–zonal flow feedback in the Southern Hemisphere. J Atmos Sci 58:3312–3327
Lorenz EN (1956) Empirical orthogonal functions and statistical weather prediction, Technical Report 1, Statistical Forecasting Project 48 pp. Department of Meteorology, MIT, Cambridge
Marshall GJ (2003) Trends in the Southern Annular Mode from observations and reanalyzes. J Clim 16:4134–4143
Marshall GJ (2007) Half-century seasonal relationships between the Southern Annular mode and Antarctic temperatures. Int J Climatol 27:373–383. https://doi.org/10.1002/joc.1407
Marshall J, Johnson H, Goodman J (2001) A study of the interaction of the North Atlantic Oscillation with ocean circulation. J Clim 14:1399–1421
Mathieu PP, Sutton RT, Dong B, Collins M (2004) Predictability of winter climate over the North Atlantic European region during ENSO events. J Clim 17:1953–1974. https://doi.org/10.1175/1520-0442(2004)017%3c1953:POWCOT%3e2.0.CO;2
McGraw MC, Barnes EA, Deser C (2016) Reconciling the observed and modeled Southern Hemisphere circulation response to volcanic eruptions. Geophys Res Lett 43:7259–7266. https://doi.org/10.1002/2016GL069835
McPhaden MJ, Zebiak SE, Glantz MH (2006) ENSO as an integrating concept in earth science. Science 314:1740
Meehl GA, Arblaster JM, Branstator G (2008) A coupled air-sea response mechanism to solar forcing in the Pacific region. J Clim 21:2883–2897
Miller R, Schmidt G, Shindell D (2006) Forced annular varia-tions in the 20th century intergovernmental panel on climate change fourth assessment report models. J Geophys Res 111:D18101. https://doi.org/10.1029/2005JD006323
Morgenstern O et al (2010) Anthropogenic forcing of the Northern Annular Mode in CCMVal-2 models. J Geophys Res 115:D00M03. https://doi.org/10.1029/2009jd013347
Omrani NE, Keenlyside NS, Bader J, Manzini E (2014) Stratosphere key for wintertime atmospheric response to warm Atlantic decadal conditions. Clim Dyn 42:649–663. https://doi.org/10.1007/s00382-013-1860-3,2014
Philander SGH (1990) El Nin˜o, La Nin˜a, and the Southern Oscillation. Academic Press, Cambridge, p 289
Raphael MN, Holland MM (2006) Twentieth century simulation of the southern hemisphere climate in coupled models. Part 1: large scale circulation variability. Clim Dyn 26:217–228
Rayner NA, Parker DE, Horton EB, Folland CK, Alexander LV, Rowell DP (2003) Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J Geophys Res. https://doi.org/10.1029/2002JD002670
Rogers JC, van Loon H (1982) Spatial variability of sea level pressure and 500-mb height anomalies over the Southern Hemisphere. Mon Weather Rev 110:1375–1392
Roscoe HK, Haigh JD (2007) Influences of ozone depletion, the solar cycle and the QBO on the Southern Annular Mode. Q.J.R. Meteorol Soc 133:1855–1864. https://doi.org/10.1002/qj.153
Roy I, Haigh J (2010) Solar cycle signals in sea level pressure and sea surface temperature. Atmos Chem Phys 10:3147–3153. https://doi.org/10.5194/acp-10-3147-2010
Ruiz-Barradas A, Nigam S, Kavvada A (2013) The Atlantic Multidecadal Oscillation in twentieth century climate simulations: uneven progress from CMIP3 to CMIP5. Clim Dyn 41:3301. https://doi.org/10.1007/s00382-013-1810-0
Ruprich-Robert Y, Msadek R, Castruccio F, Yeager S, Delworth T, Danabasoglu G (2017) Assesing the climate impacts of the observed atlantic multidecadal variability using the GFDL CM2.1 and NCAR CESM1 global coupled models. J Clim 30:2785–2810
Sigmond M, Scinocca JF (2010) The influence of the basic state on the Northern Hemisphere circulation response to climate change. J Clim 23:1434–1446
Solomon S (1999) Stratospheric ozone depletion: a review of concepts and history. Rev Geophys 37:275–316. https://doi.org/10.1029/1999RG900008
Stenchikov G et al (2002) Arctic Oscillation response to the 1991 Mount Pinatubo eruption: effects of volcanic aerosols and ozone depletion. J Geophys Res, D 107:4803
Stephenson D, Pavan V, Collins M, Junge M, Quadrelli R (2006) North Atlantic Oscillation response to transient greenhouse gas forcing and the impact on European winter climate: A CMIP2 multi-model assessment. Clim Dyn 27:401–420
Stevenson S, Fox-Kemper B, Jochum M, Neale R, Deser C, Meehl G (2012) Will there be a significant change to El Nino in the twenty-first century? J Clim 25:2129–2145
Sutton T, Hodson LRD (2005) Atlantic Ocean Forcing of North American and European Summer. Clim Sci 309:115
Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experiment design. Bull Am Meteorol Soc 93:485–498
Thompson DWJ, Solomon S, Kushner PJ, England MH, Grise KM, Karoly DJ (2011) Signatures of the Antarctic ozone hole in Southern Hemisphere surface climate change. Nat Geosci 4:741–749. https://doi.org/10.1038/ngeo1296
Thompson DWJ, Wallace JM (1998) The Arctic Oscillation signature in the wintertime geopotential height and temperature fields. Geophs Res Lett 25:1297–1300
Thompson DWJ, Wallace JM, Hegerl GC (2000) Annular modes in the extratropical circulation. Part II Trends J Clim 13:1018–1036
Trenberth KE, Branstator GW, Karoly D, Kumar A, Lau NC, Ropelewski C (1998) Progress during TOGA in understanding and modeling global teleconnections associated with tropical sea surface temperatures. J Geophys Res 103:14291–14324
Trenberth KE, Caron JM (2000) The Southern Oscillation revisited: Sea level pressures, surface temperatures, and precipitation. J Clim 13:4358–4365
Tung KK, Camp CD (2008) Solar cycle warming at the Earth’s surface in NCEP and ERA-40 data: a linear discriminant analysis. J Geophys Res 113:D05114. https://doi.org/10.1029/2007JD009164
Turner J, Phillips T, Hosking J, Marshall GJ, Orr A (2013) The Amundsen Sea low. Int J Climatol 33:1818–1829. https://doi.org/10.1002/joc.3558
Vaideanu P, Dima M, Voiculescu M (2018) Atlantic Multidecadal Oscillation footprint on global high cloud cover. Theor Appl Climatol 134:1245. https://doi.org/10.1007/s00704-017-2330-3
van Loon H, Meehl GA (2014) Interactions between externally forced climate signals from sunspot peaks and the internally generated Pacific Decadal and North Atlantic Oscillations. Geophys Res Let 41:161–166
von Storch HV, Zwiers FW (1999) Statistical analysis in climate research. Cambridge University Press, Cambridge, p 484
White WB, Lean J, Cayan DR, Dettinger MD (1997) Response of global upper ocean temperature to changing solar irradiance. J Geophys Res 102:3255–3266
Yan H, Sun L, Wang Y, Huang W, Qiu S, Yang C (2011) A record of the Southern Oscillation Index for the past 2000 years from precipita-tion proxies. Nat Geosci 4(9):611–614
Zanchettin D, Bothe O, Graf HF, Omrani N, Rubino A, Jungclaus JH (2016) A decadally delayed response of the tropical Pacific to Atlantic multidecadal variability. Geophys Res Lett 43:784–792. https://doi.org/10.1002/2015GL067284
Zhang R, Delworth TL (2007) Impact of the Atlantic multidecadal oscillation on North Pacific climate variability. Geophys Res Lett 34:L23708. https://doi.org/10.1029/2007GL031601
Zorita E, Kharin V, von Storch H (1992) The atmospheric circulation and sea surface temperature in the North Atlantic area in winter: their interaction and relevance for Iberian precipitation. J. Clim 5:1097–1108. https://doi.org/10.1175/1520-0442(1992)005%3c1097:TACASS%3e2.0.CO;2hu
Acknowledgements
This work was supported by The Deutsche Bundesstiftung Umwelt DBU (German Federal Environmental Foundation), through the MOE-Austauschstipendienprogramm. We acknowledge Dr.Norel Rimbu for his valuable comments that helped to improve the manuscript. The HadISST and HadSLP2 data sets were provided by the British Met Office, Hadley Centre (https://www.metoffice.gov.uk). The NCEP/NCAR SLP, ERSST.v5 SST data and the climate indices used were provided by the NOAA/OAR/ESRL PSD, Boulder, Colorado, USA, from their Web site at http://www.esrl.noaa.gov/psd/. We acknowledge the World Climate Research Program’s Working Group on Coupled Modeling, which is responsible for CMIP, and we thank the climate modeling groups (listed in Table S2) for producing and making available their model output. CMIP5 model output data was downloaded from KNMI Climate Explorer (https://climexp.knmi.nl).
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Vaideanu, P., Dima, M., Pirloaga, R. et al. Disentangling and quantifying contributions of distinct forcing factors to the observed global sea level pressure field. Clim Dyn 54, 1453–1467 (2020). https://doi.org/10.1007/s00382-019-05067-7
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DOI: https://doi.org/10.1007/s00382-019-05067-7


