Skip to main content

Advertisement

Log in

Simulation of the intraseasonal variability over the Eastern Pacific ITCZ in climate models

  • Published:
Climate Dynamics Aims and scope Submit manuscript

Abstract

During boreal summer, convective activity over the eastern Pacific (EPAC) inter-tropical convergence zone (ITCZ) exhibits vigorous intraseasonal variability (ISV). Previous observational studies identified two dominant ISV modes over the EPAC, i.e., a 40-day mode and a quasi-biweekly mode (QBM). The 40-day ISV mode is generally considered a local expression of the Madden-Julian Oscillation. However, in addition to the eastward propagation, northward propagation of the 40-day mode is also evident. The QBM mode bears a smaller spatial scale than the 40-day mode, and is largely characterized by northward propagation. While the ISV over the EPAC exerts significant influences on regional climate/weather systems, investigation of contemporary model capabilities in representing these ISV modes over the EPAC is limited. In this study, the model fidelity in representing these two dominant ISV modes over the EPAC is assessed by analyzing six atmospheric and three coupled general circulation models (GCMs), including one super-parameterized GCM (SPCAM) and one recently developed high-resolution GCM (GFDL HIRAM) with horizontal resolution of about 50 km. While it remains challenging for GCMs to faithfully represent these two ISV modes including their amplitude, evolution patterns, and periodicities, encouraging simulations are also noted. In general, SPCAM and HIRAM exhibit relatively superior skill in representing the two ISV modes over the EPAC. While the advantage of SPCAM is achieved through explicit representation of the cumulus process by the embedded 2-D cloud resolving models, the improved representation in HIRAM could be ascribed to the employment of a strongly entraining plume cumulus scheme, which inhibits the deep convection, and thus effectively enhances the stratiform rainfall. The sensitivity tests based on HIRAM also suggest that fine horizontal resolution could also be conducive to realistically capture the ISV over the EPAC, particularly for the QBM mode. Further analysis illustrates that the observed 40-day ISV mode over the EPAC is closely linked to the eastward propagating ISV signals from the Indian Ocean/Western Pacific, which is in agreement with the general impression that the 40-day ISV mode over the EPAC could be a local expression of the global Madden-Julian Oscillation (MJO). In contrast, the convective signals associated with the 40-day mode over the EPAC in most of the GCM simulations tend to originate between 150°E and 150°W, suggesting the 40-day ISV mode over the EPAC might be sustained without the forcing by the eastward propagating MJO. Further investigation is warranted towards improved understanding of the origin of the ISV over the EPAC.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11

Similar content being viewed by others

Notes

  1. Note that the GEOS5 model used to produce the simulation analyzed here is essentially the same model used in the production of the Modern Era Retrospective-Analysis for Research and Applications (MERRA; Bosilovich et al. 2006), though is run here at coarser resolution.

References

  • Aiyyer A, Molinari J (2008) MJO and tropical cyclogenesis in the Gulf of Mexico and Eastern Pacific: case study and idealized numerical modeling. J Atmos Sci 65:2691–2704

    Article  Google Scholar 

  • Anderson JL, Balaji V, Broccoli AJ, Cooke WF, Delworth TL, Dixon KW, Donner LJ, Dunne KA, Freidenreich SM, Garner ST, Gudgel RG, Gordon CT, Held IM, Hemler RS, Horowitz LW, Klein SA, Knutson TR, Kushner PJ, Langenhost AR, Lau NC, Liang Z, Malyshev SL, Milly PCD, Nath MJ, Ploshay JJ, Ramaswamy V, Schwarzkopf MD, Shevliakova E, Sirutis JJ, Soden BJ, Stern WF, Thompson LA, Wilson RJ, Wittenberg AT, Wyman BL, Dev GGAM (2004) The new GFDL global atmosphere and land model AM2-LM2: Evaluation with prescribed SST simulations. J Clim 17:4641–4673

    Article  Google Scholar 

  • Annamalai H, Sperber KR (2005) Regional heat sources and the active and break phases of boreal summer intraseasonal (30–50 day) variability. J Atmos Sci 62:2726–2748

    Article  Google Scholar 

  • Barrett BS, Leslie LM (2009) Links between tropical cyclone activity and Madden-Julian Oscillation Phase in the North Atlantic and Northeast Pacific Basins. Mon Weather Rev 137:727–744

    Article  Google Scholar 

  • Bosilovich MG, Schubert SD, Rienecker MM, Todling R, Suarez MJ, Bacmeister J, Gelaro R, Kim G-K, Stajner I, Chen J (2006) NASA’s modern era retrospective-analysis for research and applications. US CLIVAR Var 4:5–8

    Google Scholar 

  • Bretherton CS, McCaa JR, Grenier H (2004) A new parameterization for shallow cumulus convection and its application to marine subtropical cloud-topped boundary layers. Part I: description and 1D results. Mon Weather Rev 132:864–882

    Article  Google Scholar 

  • Chen TC, Chen JM (1993) The 10–20-Day Mode of the 1979 Indian Monsoon—its relation with the time-variation of monsoon rainfall. Mon Weather Rev 121:2465–2482

    Article  Google Scholar 

  • de Szoeke SP, Bretherton CS (2005) Variability in the southerly flow into the eastern Pacific ITCZ. J Atmos Sci 62:4400–4411

    Article  Google Scholar 

  • Delworth TL et al (2006) GFDL’s CM2 global coupled climate models. Part I: formulation and simulation characteristics. J Clim 19:643–674

    Article  Google Scholar 

  • Fu X, Wang B (2009), Critical roles of the stratiform rainfall in sustaining the Madden-Julian oscillation: GCM experiments. J Clim 22:3939–3959

    Google Scholar 

  • Fukutomi Y, Yasunari T (1999) 10–25 day intraseasonal variations of convection and circulation over East Asia and western North Pacific during early summer. J Meteorol Soc Jpn 77:753–769

    Google Scholar 

  • Higgins RW, Shi W (2001) Intercomparison of the principal modes of interannual and intraseasonal variability of the North American Monsoon system. J Clim 14:403–417

    Article  Google Scholar 

  • Hong SY, Pan HL (1998) Convective trigger function for a mass-flux cumulus parameterization scheme. Mon Weather Rev 126:2599–2620

    Article  Google Scholar 

  • Huffman GJ, Adler RF, Rudolf B, Schneider U, Keehn PR (1995) Global precipitation estimates based on a technique for combining satellite-based estimates, rain-gauge analysis, and Nwp model precipitation information. J Clim 8:1284–1295

    Article  Google Scholar 

  • Janicot S, Sultan B (2001) Intra-seasonal modulation of convection in the West African monsoon. Geophys Res Lett 28:523–526

    Article  Google Scholar 

  • Jiang X, Lau N-C (2008) Intraseasonal teleconnection between North American and western North Pacific monsoons with 20-day time scale. J Clim 21:2664–2679

    Article  Google Scholar 

  • Jiang X, Waliser DE (2008) Northward propagation of the subseasonal variability over the eastern Pacific warm pool. Geophys Res Lett 35:L09814. doi:10.1029/2008GL033723

  • Jiang X, Waliser DE (2009) Two dominant subseasonal variability modes of the eastern Pacific ITCZ. Geophys Res Lett 36:L04704. doi:10.1029/2008GL036820

  • Jiang X, Li T, Wang B (2004) Structures and mechanisms of the northward propagating boreal summer intraseasonal oscillation. J Clim 17:1022–1039

    Article  Google Scholar 

  • Jiang X, Waliser DE, Wheeler MC, Jones C, Lee MN, Schuert SD (2008) Assessing the skill of an all-season statistical forecast model for the Madden-Julian oscillation. Mon Weather Rev 136:1940–1956

    Article  Google Scholar 

  • Kayano MT, Kousky VE (1999) Intraseasonal (30–60 day) variability in the global tropics: principal modes and their evolution. Tellus Ser Dyn Meteorol Oceanogr 51:373–386

    Article  Google Scholar 

  • Khairoutdinov MF, Randall DA (2001) A cloud resolving model as a cloud parameterization in the NCAR community climate system model: preliminary results. Geophys Res Lett 28:3617–3620

    Article  Google Scholar 

  • Khairoutdinov M, Randall D, DeMott C (2005) Simulations of the atmospheric general circulation using a cloud-resolving model as a superparameterization of physical processes. J Atmos Sci 62:2136–2154

    Article  Google Scholar 

  • Kikuchi K, Wang B (2009) Global perspective of the quasi-biweekly oscillation. J Clim 22:1340–1359

    Article  Google Scholar 

  • Kiladis GN, Hall-McKim EA (2004), Intraseasonal modulation of precipitation over the North American monsoon region. In: Proceedings of 15th symposium on global change and climate variations. Amer. Meteor. Soc., Seattle

  • Kim D, Sperber K, Stern W, Waliser D, Kang IS, Maloney E, Wang W, Weickmann K, Benedict J, Khairoutdinov M, Lee MI, Neale R, Suarez M, Thayer-Calder K, Zhang G (2009) Application of MJO simulation diagnostics to climate models. J Clim 22:6413–6436

    Article  Google Scholar 

  • Kim D, Sobel AH, Frierson DM, Maloney E, Kang IS (2011) A systematic relationship between intraseasonal variability and mean state bias in AGCM simulations. J Clim (in press)

  • Knutson TR, Weickmann KM (1987) 30–60 Day atmospheric oscillations: composite life cycles of convection and circulation anomalies. Mon Weather Rev 115:1407–1436

    Article  Google Scholar 

  • Krishnamurti TN, Bhalme HN (1976) Oscillations of a monsoon system. 1. Observational aspects. J Atmos Sci 33:1937–1954

    Article  Google Scholar 

  • Lau WK-M, Waliser DE (2005), Intraseasonal variability in the atmosphere-ocean climate system. Springer, Heidelberg

  • Lee MI, Kang IS, Mapes BE (2003) Impacts of cumulus convection parameterization on aqua-planet AGCM Simulations of tropical intraseasonal variability. J Meteorol Soc Jpn 81:963–992

    Article  Google Scholar 

  • Lin J-L, Kiladis GN, Mapes BE, Weickmann KM, Sperber KR, Lin W, Wheeler MC, Schubert SD, Del Genio A, Donner LJ, Emori S, Gueremy J-F, Hourdin F, Rasch PJ, Roeckner E, Scinocca JF (2006) Tropical intraseasonal variability in 14 IPCC AR4 climate models. Part I: convective signals. J Clim 19:2665–2690

    Article  Google Scholar 

  • Lin JL, Lee MI, Kim D, Kang IS, Frierson DMW (2008a) The impacts of convective parameterization and moisture triggering on AGCM-simulated convectively coupled equatorial waves. J Clim 21:883–909

    Article  Google Scholar 

  • Lin JL, Mapes BE, Weickmann KM, Kiladis GN, Schubert SD, Suarez MJ, Bacmeister JT, Lee MI (2008b) North American monsoon and convectively coupled equatorial waves simulated by IPCC AR4 coupled GCMs. J Clim 21:2919–2937

    Article  Google Scholar 

  • Lorenz DJ, Hartmann DL (2006) The effect of the MJO on the North American monsoon. J Clim 19:333–343

    Article  Google Scholar 

  • Madden RA, Julian PR (1994) Observations of the 40–50-day tropical oscillation: a review. Mon Weather Rev 122:814–837

    Article  Google Scholar 

  • Magana V, Amador JA, Medina S (1999) The midsummer drought over Mexico and Central America. J Clim 12:1577–1588

    Article  Google Scholar 

  • Maloney ED, Esbensen SK (2003) The amplification of East Pacific Madden-Julian oscillation convection and wind anomalies during June-November. J Clim 16:3482–3497

    Article  Google Scholar 

  • Maloney ED, Esbensen SK (2007) Satellite and Buoy observations of boreal summer intraseasonal variability in the tropical Northeast Pacific. Mon Weather Rev 135:3–19

    Article  Google Scholar 

  • Maloney ED, Hartmann DL (2000a) Modulation of Eastern North Pacific hurricanes by the Madden-Julian oscillation. J Clim 13:1451–1460

    Article  Google Scholar 

  • Maloney ED, Hartmann DL (2000b) Modulation of hurricane activity in the Gulf of Mexico by the Madden-Julian oscillation. Science 287:2002–2004

    Article  Google Scholar 

  • Maloney ED, Shaman J (2008) Intraseasonal variability of the West African Monsoon and Atlantic ITCZ. J Clim 21:2898–2918

    Article  Google Scholar 

  • Maloney ED, Chelton DB, Esbensen SK (2008) Subseasonal SST variability in the tropical eastern north Pacific during boreal summer. J Clim 21:4149–4167

    Article  Google Scholar 

  • Martin ER, Schumacher C (2010), Modulation of Caribbean precipitation by the Madden-Julian oscillation. J Clim (in press)

  • Molinari J, Vollaro D (2000) Planetary- and synoptic-scale influences on eastern Pacific tropical cyclogenesis. Mon Weather Rev 128:3296–3307

    Article  Google Scholar 

  • Moorthi S, Suarez MJ (1992) Relaxed Arakawa-Schubert—a parameterization of moist convection for general-circulation models. Mon Weather Rev 120:978–1002

    Article  Google Scholar 

  • Mullen SL, Schmitz JT, Renno NO (1998) Intraseasonal variability of the summer monsoon over Southeast Arizona. Mon Weather Rev 126:3016–3035

    Article  Google Scholar 

  • Neale RB, Richter JH, Jochum M (2008) The impact of convection on ENSO: from a delayed oscillator to a series of events. J Clim 21:5904–5924

    Article  Google Scholar 

  • Nordeng TE (1994) Extended versions of the convective parametrization scheme at ECMWF and their impact on the mean and transient activity of the model in the tropics. ECMWF Tech. Memo 206

  • North GR, Bell TL, Cahalan RF, Moeng FJ (1982) Sampling errors in the estimation of empirical orthogonal functions. Mon Weather Rev 110:699–706

    Article  Google Scholar 

  • Numaguti AM, Takahashi M, Nakajima T, Sumi A (1995) Development of an atmospheric general circulation model. Clim Syst Dyn Modell I–3 (T. Matsuno, Ed., Center for Climate System Research, 1–27)

  • Paegle JN, Byerle LA, Mo KC (2000) Intraseasonal modulation of South American summer precipitation. Mon Weather Rev 128:837–850

    Article  Google Scholar 

  • Rienecker MM, Suarez MJ, Todling R, Bacmeister JT, Takacs L, Liu H-C, Gu W, Sienkiewicz M, Koster RD, Gelaro R, Stajner I, Nielsen JE (2008) The GEOS-5 data assimilation system-documentation of versions 5.0.1, 5.1.0, and 5.2.0 Goddard Space Flight Center, Greenbelt, Maryland 20771

  • Roeckner E et al (1996) The atmospheric general circulation model ECHAM-4: model description and simulation of present-day climate, MPI Rep. 218

  • 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

    Article  Google Scholar 

  • Seo KH, Wang WQ (2010) The Madden-Julian oscillation simulated in the NCEP climate forecast system model: the importance of stratiform heating. J Clim 23:4770–4793

    Article  Google Scholar 

  • Serra YL, Kiladis GN, Hodges KI (2010) Tracking and mean structure of easterly waves over the intra-Americas Sea. J Clim 23:4823–4840

    Google Scholar 

  • Simmons A, Uppala S, Dee D, Kobayashi S (2006) ERA-interim: new ECMWF reanalysis products from 1989 onwards. ECMWF, Shinfield Park, Reading

  • Slingo JM, Sperber KR, Boyle JS, Ceron JP, Dix M, Dugas B, Ebisuzaki W, Fyfe J, Gregory D, Gueremy JF, Hack J, Harzallah A, Inness P, Kitoh A, Lau WKM, McAvaney B, Madden R, Matthews A, Palmer TN, Park CK, Randall D, Renno N (1996) Intraseasonal oscillations in 15 atmospheric general circulation models: results from an AMIP diagnostic subproject. Clim Dyn 12:325–357

    Article  Google Scholar 

  • Slingo JM, Inness PM, Sperber KR (2005) Modeling. In: Lau WKM, Waliser DE (eds) Intraseasonal variability in the atmosphere-ocean climate system. Springer, Heidelberg, pp 361–388

    Chapter  Google Scholar 

  • Small RJ, De Szoeke SP, Xie S-P (2007) The Central American midsummer drought: regional aspects and large-scale forcing. J Clim 20:4853–4873

    Article  Google Scholar 

  • Small RJ, Xie S, Maloney E, de Szoeke SP, Miyama T (2011) Intraseasonal variability in the far-east pacific: investigation of the role of air–sea coupling in a regional coupled model Clim Dyn 36:867–890

    Google Scholar 

  • Sperber KR, Gualdi S, Legutke S, Gayler V (2005) The Madden-Julian oscillation in ECHAM4 coupled and uncoupled general circulation models. Clim Dyn 25:117–140

    Article  Google Scholar 

  • Sultan B, Janicot S, Diedhiou A (2003) The West African monsoon dynamics. Part I: documentation of intraseasonal variability. J Clim 16:3389–3406

    Article  Google Scholar 

  • Thayer-Calder K, Randall DA (2009) The role of convective moistening in the Madden-Julian oscillation. J Atmos Sci 66:3297–3312

    Article  Google Scholar 

  • Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon Weather Rev 117:1779–1800

    Article  Google Scholar 

  • Tiedtke M (1993) Representation of clouds in large-scale models. Mon Weather Rev 121:3040–3061

    Article  Google Scholar 

  • Tokioka T, Yamazaki K, Kitoh A, Ose T (1988) The equatorial 30–60 day oscillation and the Arakawa-Schubert penetrative cumulus parameterization. J Meteorol Soc Jpn 66:883–901

    Google Scholar 

  • US CLIVAR Madden-Julian Oscillation Working Group (2009) MJO simulation diagnostics. J Clim 22:3006–3030

    Article  Google Scholar 

  • Vintzileos A, Rienecker MM, Suarez MJ, Schubert SD, Miller SK (2005) Local versus remote wind forcing of the equatorial Pacific surface temperature in July 2003. Geophys Res Lett 32:L05702. doi:10.1029/2004GL021972

  • Waliser DE (2006) Predictability of tropical intraseasonal variability. In: Palmer T, Hagedorn R (eds) Predictability of weather and climate. Cambridge University Press, Cambridge, p. 718

  • Wang WQ, Seo KH (2009) The Madden-Julian oscillation in NCEP coupled model simulation. Terres Atmos Oceanic Sci 20:713–725

    Article  Google Scholar 

  • Wang WQ, Saha S, Pan HL, Nadiga S, White G (2005) Simulation of ENSO in the new NCEP coupled forecast system model (CFS03). Mon Weather Rev 133:1574–1593

    Article  Google Scholar 

  • Weare BC, Nasstrom JS (1982) Examples of extended empirical orthogonal function analyses. Mon Weather Rev 110:481–485

    Article  Google Scholar 

  • Wen M, Yang S, Higgins W, Zhang R (2011) Characteristics of the dominant modes of atmospheric quasi-biweekly oscillation over tropical–subtropical Americas. J Clim (in press)

  • Wu MLC, Schubert SD, Suarez MJ, Huang NE (2009) An analysis of moisture fluxes into the Gulf of California. J Clim 22:2216–2239

    Article  Google Scholar 

  • Xie S-P, Xu H, Kessler WS, Nonaka M (2005) Air-sea interaction over the Eastern Pacific Warm Pool: gap winds, thermocline dome, and atmospheric convection. J Clim 18:5–20

    Article  Google Scholar 

  • Zhang CD (2005) Madden-Julian oscillation. Rev Geophys 43:36

    Google Scholar 

  • Zhang GJ, Mcfarlane NA (1995) Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model. Atmos Ocean 33:407–446

    Article  Google Scholar 

  • Zhang GJ, Mu M (2005) Effects of modifications to the Zhang-McFarlane convection parameterization on the simulation of the tropical precipitation in the national center for atmospheric research community climate model, version 3. J Geophys Res 110:D09109

    Article  Google Scholar 

  • Zhang CD, McGauley M, Bond NA (2004) Shallow meridional circulation in the tropical eastern Pacific. J Clim 17:133–139

    Article  Google Scholar 

  • Zhao M, Held IM (2010) An analysis of the effect of global warming on the intensity of Atlantic hurricanes using a GCM with statistical refinement. J Clim 23:6382–6393

    Google Scholar 

  • Zhao M, Held IM, Lin SJ, Vecchi GA (2009) Simulations of global hurricane climatology, interannual variability, and response to global warming using a 50-km resolution GCM. J Clim 22:6653–6678

    Article  Google Scholar 

  • Zhao M, Held IM, Vecchi GA (2010) Retrospective forecasts of the hurricane season using a global atmospheric model assuming persistence of SST anomalies. Mon Weather Rev 138:3858–3868

    Google Scholar 

Download references

Acknowledgments

We thank anonymous reviewers for their critical comments on an earlier version of this manuscript. Thanks also to Terry Kubar for his comments and editorial assistance. The first author (XJ) acknowledges support by NOAA CPPA program under Award NA09OAR4310191 and NSF Climate and Large-Scale Dynamics under Award ATM-0934285. K. Sperber was supported under the auspices of the US Department of Energy Office of Science, Regional and Global Climate Modeling Program by Lawrence Livermore National Laboratory under contract DE-AC52-07NA27344. DK was supported by NASA grant NNX09AK34G. We thank U.S. CLIVAR MJO Working Group for coordinating this model comparison activity and modeling centers for providing the model output. Part of this research was carried out at the Jet Propulsion Laboratory, California Institute of Technology, under a contract with the National Aeronautics and Space Administration.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xianan Jiang.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Jiang, X., Waliser, D.E., Kim, D. et al. Simulation of the intraseasonal variability over the Eastern Pacific ITCZ in climate models. Clim Dyn 39, 617–636 (2012). https://doi.org/10.1007/s00382-011-1098-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00382-011-1098-x

Keywords

Navigation