Abstract
An exploration of the temporal evolution of the El Niño Southern Oscillation (ENSO) from January 1876 to November 2011 by means of a new time domain called natural time reveals that the major ENSO extremes provide precursory signals that are maximized in a time window of almost 2 years. This finding may be used to improve the accuracy of the short-term prediction models of the ENSO extremes, thus enabling steps to be taken to ameliorate its disastrous impacts.
Similar content being viewed by others
References
Abe S, Sarlis NV, Skordas ES, Tanaka HK, Varotsos PA (2005) Origin of the usefulness of the natural-time representation of complex time series. Phys Rev Lett. doi:10.1103/PhysRevLett.94.170601
An S-I, Wang B (2000) Interdecadal change of the structure of the ENSO mode and its impact on the ENSO frequency. J Clim 13:2044–2055
Anderson DLT, Davey MK (1998) Predicting the El Niño of 1997/98. Weather 53:303–310
Ausloos M, Ivanova K (2001) Power-law correlations in the southern-oscillation-index fluctuations characterizing El Niño. Phys Rev E. doi:10.1103/PhysRevE.63.047201
Ausloos M, Ivanova K (2003) Reply to “Comment on ‘Power-law correlations in the southern-oscillation-index fluctuations characterizing El Niño’”. Phys Rev E. doi:10.1103/PhysRevE.67.068201
Balmaseda MA, Anderson DLT, Davey MK (1994) ENSO prediction using a dynamical ocean model coupled to statistical atmospheres. Tellus A 46:497–511
Barnston AG, Kumar A, Goddard L, Hoerling MP (2005) Improving seasonal prediction practices through attribution of climate variability. Bull Am Meteorol Soc 86:59–72
Barnston AG, Tippett MK, L’Heureux ML, Li SH, DeWitt DG (2012) Skill of real-time seasonal ENSO model predictions during 2002–11: is our capability increasing? Bull Am Meteorol Soc 93:631–651
Bigg GR (1990) El Nino and the Southern Oscillation. Weather 45:2–8
Chandra S, Varotsos C, Flynn LE (1996) The mid-latitude total ozone trends in the northern hemisphere. Geophys Res Lett 23:555–558
Cheng YJ, Tang YM, Chen DK (2011) Relationship between predictability and forecast skill of ENSO on various time scales. J Geophys Res. doi:10.1029/2011JC007249
Cortesi U, Lambert JC, De Clercq C, Bianchini G, Blumenstock T, Bracher A, Castelli E, Catoire V, Chance KV, De Maziere M, Demoulin P, Godin Beekmann S, Jones N, Jucks K, Keim C, Kerzenmacher T, Kuellmann H, Kuttippurath J, Iarlori M, Liu GY, Liu Y, McDermid IS, Meijer YJ, Mencaraglia F, Mikuteit S, Oelhaf H, Piccolo C, Pirre M, Raspollini P, Ravegnani F, Reburn WJ, Redaelli G, Remedios JJ, Sembhi H, Smale D, Steck T, Taddei A, Varotsos C, Vigouroux C, Waterfall A, Wetzel G, Wood S (2007) Geophysical validation of MIPAS-ENVISAT operational ozone data. Atmos Chem Phys 7:4807–4867
Cracknell AP, Varotsos CA (2007) The IPCC Fourth Assessment Report and the fiftieth anniversary of Sputnik. Environ Sci Pollut Res 14:384–387
Curtis S, Adler R (2000) ENSO indices based on patterns of satellite-derived precipitation. J Clim 13:2786–2793
Ebel A, Memmesheimer M, Jakobs HJ (2007) Chemical perturbations in the planetary boundary layer and their relevance for chemistry transport modeling. Bound-Layer Meteorol 125:265–278
Eccles F, Tziperman E (2004) Nonlinear effects on ENSO’s period. J Atmos Sci 61:474–482
Eckhardt S, Stohl A, Wernli H, James P, Forster C, Spichtinger N (2004) A 15-year climatology of warm conveyor belts. J Clim 17:218–237
Efstathiou MN, Varotsos CA (2012) Intrinsic properties of Sahel precipitation anomalies and rainfall. Theor Appl Climatol 109:627–633
Efstathiou MN, Varotsos CA (2013) On the 11 year solar cycle signature in global total ozone dynamics. Meteorol Appl 20:72–79
Efstathiou MN, Tzanis C, Cracknell AP, Varotsos CA (2011) New features of land and sea surface temperature anomalies. Int J Remote Sens 32:3231–3238
Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27:861–874
Garber A, Hallerberg S, Kantz H (2009) Predicting extreme avalanches in self-organized critical sandpiles. Phys Rev E. doi:10.1103/PhysRevE.80.026124
Graham RJ, Evans ADL, Mylne KR, Harrison MSJ, Robertson KB (2000) An assessment of seasonal predictability using atmospheric general circulation models. Q J R Meteorol Soc 126:2211–2240
Grassl H (2000) Status and improvements of coupled general circulation models. Science 288:1991–1997
Grassl H (2011) Climate change challenges. Surv Geophys 32:319–328
Gu DF, Philander SGH (1997) Interdecadal climate fluctuations that depend on exchanges between the tropics and extratropics. Science 275:805–807
Hsiang SM, Meng KC, Cane MA (2011) Civil conflicts are associated with the global climate. Nature 476:438–441
Huang J, van den Dool HM, Barnston AG (1996) Long-lead seasonal temperature prediction using optimal climate normals. J Clim 9:809–817
Huesmann AS, Hitchman MH (2001) The stratospheric quasi-biennial oscillation in the NCEP reanalyses: climatological structures. J Geophys Res 106(D11):11859–11874
James P, Stohl A, Forster C, Eckhardt S, Seibert P, Frank A (2003) A 15-year climatology of stratosphere-troposphere exchange with a Lagrangian particle dispersion model: 2. Mean climate and seasonal variability. J Geophys Res. doi:10.1029/2002JD002639
Kahya E, Dracup JA (1993) U.S. streamflow patterns in relation to the El Niño/Southern Oscillation. Water Resour Res 29:2491–2503
Kirtman BP (1997) Oceanic Rossby wave dynamics and the ENSO period in a coupled model. J Clim 10:1690–1704
Klein SA, Soden BJ, Lau NC (1999) Remote sea surface temperature variations during ENSO: evidence for a tropical atmospheric bridge. J Clim 12:917–932
Kondrashov D, Kravtsov S, Robertson AW, Ghil M (2005) A hierarchy of data-based ENSO models. J Clim 18:4425–4444
Kondratyev KY, Varotsos C (1995a) Atmospheric greenhouse effect in the context of global climate change. Il Nuovo Cimento C 18:123–151
Kondratyev KY, Varotsos CA (1995b) Volcanic eruptions and global ozone dynamics. Int J Remote Sens 16:1887–1895
Kondratyev KY, Varotsos CA (1995c) Atmospheric ozone variability in the context of global change. Int J Remote Sens 16:1851–1881
Kondratyev KY, Varotsos C (2002) Remote sensing and global tropospheric ozone observed dynamics. Int J Remote Sens 23:159–178
Kumar A, Barnston AG, Peng PT, Hoerling MP, Goddard L (2000) Changes in the spread of the variability of the seasonal mean atmospheric states associated with ENSO. J Clim 13:3139–3151
Latif M, Anderson D, Barnett T, Cane M, Kleeman R, Leetmaa A, O’Brien J, Rosati A, Schneider E (1998) A review of the predictability and prediction of ENSO. J Geophys Res 103(C7):14375–14393
Lenton TM, Livina VN, Dakos V, van Nes EH, Scheffer M (2012) Early warning of climate tipping points from critical slowing down: comparing methods to improve robustness. Phil Trans R Soc A 370:1185–1204
Lin J-L (2007) Interdecadal variability of ENSO in 21 IPCC AR4 coupled GCMs. Geophys Res Lett. doi:10.1029/2006GL028937
Linsley BK, Wellington GM, Schrag DP (2000) Decadal sea surface temperature variability in the subtropical South Pacific from 1726 to 1997 AD. Science 290:1145–1148
Livezey RE (1990) Variability of skill of long-range forecasts and implications for their use and value. Bull Am Meteorol Soc 71:300–309
Mak M (1995) Orthogonal wavelet analysis: interannual variability in the sea surface temperature. Bull Am Meteorol Soc 76:2179–2186
Mann ME, Cane MA, Zebiak SE, Clement A (2005) Volcanic and solar forcing of the tropical Pacific over the past 1000 years. J Clim 18:447–456
Marshall PA, Schuttenberg HZ (2006) A reef manager’s guide to coral bleaching. Great Barrier Reef Marine Park Authority, Australia, p 167, ISBN 1-876945-40-0
Mason SJ, Graham NE (2002) Areas beneath the relative operating characteristics (ROC) and relative operating levels (ROL) curves: statistical significance and interpretation. Q J R Meteorol Soc 128:2145–2166
McCreary JP, Anderson DLT (1991) An overview of coupled ocean–atmosphere models of El Niño and the Southern Oscillation. J Geophys Res 96:3125–3150
Monks PS et al (2009) Atmospheric composition change—global and regional air quality. Atmos Environ 43:5268–5350
National Climate Centre, Bureau of Meteorology (2012) Australia’s wettest two-year period on record; 2010–2011. Special Climate Statement 38, Melbourne, Australia
Neelin JD, Latif M, Jin FF (1994) Dynamics of coupled ocean-atmosphere models. The tropical problem. Annu Rev Fluid Mech 26:617–659
Newman M, Compo GP, Alexander MA (2003) ENSO-forced variability of the Pacific Decadal Oscillation. J Clim 16:3853–3857
Palmer TN, Anderson DLT (1994) The prospects for seasonal forecasting—a review paper. Q J R Meteorol Soc 120:755–793
Penland C (1996) A stochastic model of IndoPacific sea surface temperature anomalies. Physica D 98:534–558
Penland C, Sardeshmukh PD (1995) The optimal-growth of tropical sea-surface temperature anomalies. J Clim 8:1999–2024
Power SB, Kociuba G (2011) The impact of global warming on the Southern Oscillation Index. Clim Dyn 37:1745–1754
Roots OO, Roose A, Eerme K (2011) Remote sensing of climate change, long-term monitoring of air pollution and stone material corrosion in Estonia. Int J Remote Sens 32:9691–9705
Ruelle D (1991) Chance and chaos. Princeton University Press, Princeton
Saha S, Nadiga S, Thiaw C, Wang J, Wang W, Zhang Q, Van den Dool HM, Pan HL, Moorthi S, Behringer D, Stokes D, Pena M, Lord S, White G, Ebisuzaki W, Peng P, Xie P (2006) The NCEP Climate Forecast System. J Clim 19:3483–3517
Sarlis NV, Skordas ES, Varotsos PA (2011) The change of the entropy in natural time under time-reversal in the Olami-Feder-Christensen earthquake model. Tectonophysics 513:49–53
Schiermeier Q (2011) Climate cycles drive civil war. Nature News 476:406–407
Schopf PS, Suarez MJ (1990) Ocean wave dynamics and the time scale of ENSO. J Phys Oceanogr 20:629–645
Shukla J, Anderson J, Baumhefner D, Brankovic C, Chang Y, Kalnay E, Marx L, Palmer T, Paolino D, Ploshay J, Schubert S, Straus D, Suarez M, Tribbia J (2000) Dynamical seasonal prediction. Bull Am Meteorol Soc 81:2593–2606
Stenseth NC, Ottersen G, Hurrell JW, Mysterud A, Lima M, Chan KS, Yoccoz NG, Adlandsvik B (2003) Studying climate effects on ecology through the use of climate indices: the North Atlantic Oscillation, El Niño Southern Oscillation and beyond. Proc R Soc Lond B 270:2087–2096
Stone RC, Hammer GL, Marcussen T (1996) Prediction of global rainfall probabilities using phases of the Southern Oscillation Index. Nature 384:252–255
Tippett MK, Barnston AG, Li SH (2012) Performance of recent multimodel ENSO forecasts. J Appl Meteorol Climatol 51:637–654
Torrence C, Compo GP (1998) A practical guide to wavelet analysis. Bull Am Meteorol Soc 79:61–78
Trenberth KE, Hoar TJ (1997) El Niño and climate change. Geophys Res Lett 24:3057–3060
Troccoli A (2010) Seasonal climate forecasting. Meteorol Appl 17:251–268
Troup AJ (1965) The Southern Oscillation. Q J R Meteorol Soc 91:490–506
Tzanis C, Varotsos CA (2008) Tropospheric aerosol forcing of climate: a case study for the greater area of Greece. Int J Remote Sens 29:2507–2517
Uyeda S, Kamogawa M, Tanaka H (2009) Analysis of electrical activity and seismicity in the natural time domain for the volcanic-seismic swarm activity in 2000 in the Izu Island region, Japan. J Geophys Res. doi:10.1029/2007JB005332
Varotsos C (2005) Power-law correlations in column ozone over Antarctica. Int J Remote Sens 26:3333–3342
Varotsos CA (2013) The global signature of the ENSO and SST-like fields. Theor Appl Climatol 113:197–204
Varotsos CA, Tzanis C (2012) A new tool for the study of the ozone hole dynamics over Antarctica. Atmos Environ 47:428–434
Varotsos CA, Cracknell AP, Tzanis C (2012a) The exceptional ozone depletion over the Arctic in January-March 2011. Remote Sens Lett 3:343–352
Varotsos C, Ondov J, Tzanis C, Ozturk F, Nelson M, Ke H, Christodoulakis J (2012b) An observational study of the atmospheric ultra-fine particle dynamics. Atmos Environ 59:312–319
Varotsos C, Efstathiou M, Tzanis C (2009) Scaling behaviour of the global tropopause. Atmos Chem Phys 9:677–683
Varotsos CA, Franzke CLE, Efstathiou MN, Degermendzhi AG (2014) Evidence for two abrupt warming events of SST in the last century. Theor Appl Climatol 116:51–60
Varotsos CA, Ondov JM, Cracknell AP, Efstathiou MN, Assimakopoulos MN (2006) Long-range persistence in global Aerosol Index dynamics. Int J Remote Sens 27:3593–3603
Varotsos PA, Sarlis NV, Skordas ES (2002) Long-range correlations in the electric signals that precede rupture. Phys Rev E. doi:10.1103/PhysRevE.66.011902
Varotsos PA, Sarlis NV, Tanaka HK, Skordas ES (2005) Some properties of the entropy in the natural time. Phys Rev E. doi:10.1103/PhysRevE.71.032102
Varotsos PA, Sarlis NV, Skordas ES, Lazaridou MS (2007) Identifying sudden cardiac death risk and specifying its occurrence time by analyzing electrocardiograms in natural time. Appl Phys Lett. doi:10.1063/1.2768928
Varotsos PA, Sarlis NV, Skordas ES (2011) Natural time analysis: the new view of time. Precursory seismic electric signals, earthquakes and other complex time series. Springer, Heidelberg, ISBN 978-3-642-16448-4, doi: 10.1007/978-3-642-16449-1, 476
Wang B (1995) Interdecadal changes in El Niño onset in the last four decades. J Clim 8:267–285
Wang B, Wang Y (1996) Temporal structure of the Southern Oscillation as revealed by waveform and wavelet analysis. J Clim 9:1586–1598
Wang S-Y, L’Heureux M, Chia H-H (2012) ENSO prediction one year in advance using western North Pacific sea surface temperatures. Geophys Res Lett. doi:10.1029/2012GL050909
Wunsch C (1999) The interpretation of short climate records, with comments on the North Atlantic and Southern Oscillations. Bull Am Meteorol Soc 80:245–255
Xue Y, Ai J, Wan W, Guo H, Li Y, Wang Y, Guang J, Mei L, Xu H (2011) Grid-enabled high-performance quantitative aerosol retrieval from remotely sensed data. Comput Geosci-UK 37:202–206
Zhang R-H, Rothstein LM, Busalacchi AJ (1998) Origin of upper-ocean warming and El Niño change on decadal scales in the tropical Pacific Ocean. Nature 391:879–883
Ziemke JR, Chandra S, Herman J, Varotsos C (2000) Erythemal weighted ultraviolet trends over northern latitudes. Radiat Prot Dosim 91:157–160
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Varotsos, C.A., Tzanis, C. & Cracknell, A.P. Precursory signals of the major El Niño Southern Oscillation events. Theor Appl Climatol 124, 903–912 (2016). https://doi.org/10.1007/s00704-015-1464-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-015-1464-4