Skip to main content

Advertisement

Log in

Interannual-decadal variability of wintertime mixed layer depths in the North Pacific detected by an ensemble of ocean syntheses

  • Published:
Climate Dynamics Aims and scope Submit manuscript

Abstract

The interannual-decadal variability of the wintertime mixed layer depths (MLDs) over the North Pacific is investigated from an empirical orthogonal function (EOF) analysis of an ensemble of global ocean reanalyses. The first leading EOF mode represents the interannual MLD anomalies centered in the eastern part of the central mode water formation region in phase opposition with those in the eastern subtropics and the central Alaskan Gyre. This first EOF mode is highly correlated with the Pacific decadal oscillation index on both the interannual and decadal time scales. The second leading EOF mode represents the MLD variability in the subtropical mode water (STMW) formation region and has a good correlation with the wintertime West Pacific (WP) index with time lag of 3 years, suggesting the importance of the oceanic dynamical response to the change in the surface wind field associated with the meridional shifts of the Aleutian Low. The above MLD variabilities are in basic agreement with previous observational and modeling findings. Moreover the reanalysis ensemble provides uncertainty estimates. The interannual MLD anomalies in the first and second EOF modes are consistently represented by the individual reanalyses and the amplitudes of the variabilities generally exceed the ensemble spread of the reanalyses. Besides, the resulting MLD variability indices, spanning the 1948–2012 period, should be helpful for characterizing the North Pacific climate variability. In particular, a 6-year oscillation including the WP teleconnection pattern in the atmosphere and the oceanic MLD variability in the STMW formation region is first detected.

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
Fig. 12

Similar content being viewed by others

References

  • Akima H (1970) A new method of interpolation and smooth curve fitting based on local procedures. J Assoc Comput Mach 17:589–603

    Article  Google Scholar 

  • Balmaseda MA, Hernandez F, Storto A, Palmer MD, Alves O, Shi L, Smith GC, Toyoda T, Valdivieso M, Barnier B, Behringer D, Boyer T, Chang YS, Chepurin GA, Ferry N, Forget G, Fujii Y, Good S, Guinehut S, Haines K, Ishikawa Y, Keeley S, Köhl A, Lee T, Martin M, Masina S, Masuda S, Meyssignac B, Mogensen K, Parent L, Peterson KA, Tang YM, Yin Y, Vernieres G, Wang X, Waters J, Wedd R, Wang O, Xue Y, Chevallier M, Lemieux JF, Dupont F, Kuragano T, Kamachi M, Awaji T, Caltabiano A, Wilmer-Becker K, Gaillard F (2015) The Ocean Reanalyses Intercomparison Project (ORA-IP). J Oper Oceanogr 8:s80–s97. doi:10.1080/1755876X.2015.1022329

    Article  Google Scholar 

  • Barnston AG, Livezey RE (1987) Classification, seasonality and persistence of low-frequency atmospheric circulation patterns. Mon Weather Rev 115:1083–1126

    Article  Google Scholar 

  • de Boyer Montégut C, Madec G, Fischer AS, Lazar A, Iudicone D (2004) Mixed layer depth over the global ocean: an examination of profile data and a profile-based climatology. J Geophys Res 109:C12003. doi:10.1029/2004JC002378

    Article  Google Scholar 

  • Deser C, Alexander MA, Timlin MS (1996) Upper-ocean thermal variations in the North Pacific during 1970–1991. J Clim 9:1840–1855

    Article  Google Scholar 

  • Freeland HJ, Cummins PF (2005) Argo: a new tool for environmental monitoring and assessment of the world’s oceans, an example from the NE Pacific. Prog Oceanogr 64:31–44. doi:10.1016/j.pocean.2004.11.002

    Article  Google Scholar 

  • Hanawa K, Talley LD (2001) Mode waters. In: Sielder G, Chruch JJ, Gould J (eds) Ocean circulation and climate. Academic Press, NewYork, pp 373–386

    Google Scholar 

  • Hautala SL, Roemmich DH (1998) Subtropical mode water northeast Pacific Basin. J Geophys Res 103:13055–13066

    Article  Google Scholar 

  • Hosoda S, Ohira T, Sato K, Suga T (2010) Improved description of global mixed-865 layer depth using Argo profiling floats. J Oceanogr 66:773–787. doi:10.1007/s10872-866010-0063-3

    Article  Google Scholar 

  • Huang RX, Qiu B (1994) Three-dimensional structure of the wind-driven circulation in the subtropical North Pacific. J Phys Oceanogr 24:1608–1622

    Article  Google Scholar 

  • Ishii M, Shouji A, Sugimoto S, Matsumoto T (2005) Objective analyses of sea-surface temperature and marine meteorological variables for the 20th century using ICOADS and the Kobe collection. Int J Climatol 25:865–879

    Article  Google Scholar 

  • Joyce TM, Thomas LN, Bahr F (2009) Wintertime observations of subtropical mode water formation within the Gulf Stream. Geophys Res Lett 36:L02607. doi:10.1029/2008GL035918

    Article  Google Scholar 

  • Kara AB, Rochford PA, Hurlburt HE (2003) Mixed layer depth variability over the global ocean. J Geophys Res 108:3079. doi:10.1029/2000JC000736

    Article  Google Scholar 

  • Kawasaki T (1991) Long-term variability in the pelagic fish populations. In: Kawasaki T, Tanaka S, Toba Y, Taniguchi A (eds) Long-term variability of pelagic fish populations and their environment. Pergamon Press, New York

    Google Scholar 

  • Kobayashi S, Ota Y, Harada Y, Ebita A, Moriya M, Onoda H, Onogi K, Kamahori M, Kobayashi C, Endo H, Miyaoka K, Takahashi K. (2015) The JRA-55 Renalysis: General specifications and basic characteristics. J Meteor Soc Japan 93:5–48. doi:10.2151/jmsj.2015-001

    Article  Google Scholar 

  • Ladd C, Thompson LA (2002) Decadal variability of North Pacific central mode water. J Phys Oceanogr 32:2870–2881

    Article  Google Scholar 

  • Large WG, Yeager SG (2004) Diurnal to decadal global forcing for ocean and sea-ice models: the data sets and flux climatologies. Technical note TN-460 + STR, NCAR, Boulder, Colorado, USA

  • Lee T, Awaji T, Balmaseda MA, Grenier E, Stammer D (2009) Ocean state estimation for climate research. Oceanography 22:160–167. doi:10.5670/oceanog.2009.74

    Article  Google Scholar 

  • Levitus S (1982) Climatological atlas of the world ocean. NOAA/ERL GFDL, Princeton, New Jersey

  • Li M, Myers PG, Freeland H (2005) An examination of historical mixed layer depths along line P in the Gulf of Alaska. Geophys Res Lett 32:L05613. doi:10.1029/2004GL021911

    Google Scholar 

  • Mantua NJ, Hare SR, Zhang Y, Wallace JM, Francis RC (1997) A Pacific interdecadal climate oscillation with impacts on salmon production. B Am Meteorol Soc 78:1069–1079

    Article  Google Scholar 

  • Masuzawa J (1969) Subtropical mode water. Deep Sea Res 16:463–472

    Google Scholar 

  • Monterey G, Levitus S (1997) Seasonal variability of mixed layer depth for the world ocean. NOAA Atlas NESDIS 14. U.S. Government Printing Office, Washington, DC, USA

  • Newman M, Compo GP, Alexander MA (2003) ENSO-forced variability of the Pacific decadal oscillation. J Clim 16:3853–3857

    Article  Google Scholar 

  • Oka E, Qiu B (2012) Progress of North Pacific mode water research in the past decade. J Oceanogr 68:5–20. doi:10.1007/sl0872-011-0032-5

    Article  Google Scholar 

  • Oka E, Talley LD, Suga T (2007) Temporal variability of winter mixed layer in the mid-to high-latitude North Pacific. J Oceanogr 63:293–307. doi:10.1007/s10872-007-0029-2

    Article  Google Scholar 

  • Oka E, Suga T, Sukigara C, Toyama K, Shimada K, Yoshida J (2011) "Eddy resolving" observation of the North Pacific subtropical mode water. J Phys Oceanogr 41:666–681. doi:10.1175/2011JPO4501.1

    Article  Google Scholar 

  • Pedlosky J (1996) Ocean circulation theory. Springer, Berlin. doi:10.1007/987-3-662-03204-6

  • Peng G, Chassignet EP, Kwon YO, Riser SC (2006) Investigation of variability of the North Atlantic subtropical mode water using profiling float data and numerical model output. Ocean Model 13:65–85. doi:10.1016/j.ocemod.2005.07.001

    Article  Google Scholar 

  • Press WG, Teukolsky SA, Vetterling WT, Flannery BP (1992) Numerical recipes in FORTRAN: the art of scientific computing, 2nd edn. Cambridge University Press, Cambridge

  • Qiu B, Chen S (2005) Variability of the Kuroshio Extension jet, recirculation gyre, and mesoscale eddies on decadal time scales. J Phys Oceanogr 35:2090–2103. doi:10.1175/JPO2807.1

    Article  Google Scholar 

  • Qiu B, Chen S, Hacker P (2007) Effect of mesoscale eddies on subtropical mode water variability from the Kuroshio Extension System Study (KESS). J Phys Oceanogr 37:982–1000. doi:10.1175/JPO03097.1

    Article  Google Scholar 

  • Qu T, Chen J (2009) A North Pacific decadal variability in subduction rate. Geophys Res Lett 36:L22602. doi:10.1029/2009GL040914

    Article  Google Scholar 

  • Schneider N, Miller AJ, Alexander MA, Deser C (1999) Subduction of decadal North Pacific temperature anomalies: observations and dynamics. J Phys Oceanogr 29:1056–1070

    Article  Google Scholar 

  • Senjyu T, Sudo H (1994) The upper portion of the Japan Sea proper water, its source and circulation as deduced from isopycnal analysis. J Oceanogr 50:663–690

    Article  Google Scholar 

  • Speer K, Forget G (2013) Global distribution and formation of mode waters. In: Siedler G, Griffies SM, Gould J, Church JA (eds) Ocean circulation and climate: a 21st century perspective. Academic Press, New York, pp 211–226. doi:10.1016/B978-0-12-391851-2.00009-X

    Chapter  Google Scholar 

  • Storto A, Masina S, Balmaseda M, Guinehut S, Xue Y, Szekely T, Fukumori I, Forget G, Chang Y-S, Good SA, Köhl A, Vernieres G, Ferry N, Peterson KA, Behringer D, Ishii M, Masuda S, Fujii Y, Toyoda T, Yin Y, Valdivieso M, Barnier B, Boyer T, Lee T, Gourrion J, Wang O, Heimback P, Rosati A, Kovach R, Hernandez F, Martin MJ, Kamachi M, Kuragano T, Mogensen K, Alves O, Haines K, Wang X (2015) Steric sea level variability (1993–2010) in an ensemble of ocean reanalyses and objective analyses. Clim Dyn. doi:10.1007/s00382-015-2554-9

    Google Scholar 

  • Suga T, Takei Y, Hanawa K (1997) Thermostad distribution in the North Pacific subtropical gyre: the central mode water and the subtropical mode water. J Phys Oceanogr 27:140–152

    Article  Google Scholar 

  • Sugimoto S, Hanawa K (2009) Decadal and interdecadal variations of the Aleutian Low activity and their relation to upper oceanic variations over the North Pacific. J Meteor Soc Jpn 87:601–619. doi:10.2151/jmsj.87.601

    Article  Google Scholar 

  • Sugimoto S, Hanawa K (2010) Impact of Aleutian low activity on the STMW formation in the Kuroshio recirculation gyre region. Geophys Res Lett 37:L03606. doi:10.1029/2009GL041795

    Article  Google Scholar 

  • Takahashi T, Feely RA, Weiss RF, Wanninkhof RH, Chipman DW, Sutherland SC, Takahashi TT (1997) Global air-sea flux of CO2: an estimate based on measurements of sea–air pCO2 difference. P Natl Acad Sci 94:8292–8299

    Article  Google Scholar 

  • Toyoda T, Awaji T, Masuda S, Sugiura N, Igarashi H, Mochizuki T, Ishikawa Y (2011) Interannual variability of North Pacific eastern subtropical mode water formation in the 1990s derived from a 4-dimensional variational ocean data assimilation experiment. Dyn Atmos Oceans 51:1–25. doi:10.1016/j.dynatmoce.2010.09.001

    Article  Google Scholar 

  • Toyoda T, Fujii Y, Kuragano T, Kamachi M, Ishikawa Y, Masuda S, Sato K, Awaji T, Hernandez F, Ferry N, Guinehut S, Martin M, Peterson KA, Good S, Valdivieso M, Haines K, Storto A, Masina S, Köhl A, Zuo H, Balmaseda M, Yin Y, Shi L, Alves O, Smith G, Chang YS, Vernieres G, Wang X, Forget G, Heimbach P, Wang O, Fukumori I, Lee T (2015) Intercomparison and validation of the mixed layer depth fields of global ocean syntheses. Clim Dyn. doi:10.1007/s00382-015-2637-7

    Google Scholar 

  • Trenberth KE, Hurrell JW (1994) Decadal atmosphere-ocean variations in the Pacific. Clim Dyn 9:303–319

    Article  Google Scholar 

  • Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height field during the Northern Hemispheric winter. Mon Weather Rev 109:784–812

    Article  Google Scholar 

  • Wen C, Kumar A, Xue Y (2014) Factors contributing to uncertainty in Pacific Decadal Oscillation index. Geophys Res Lett 41:7980–7986. doi:10.1002/2014GL061992

    Article  Google Scholar 

  • Xue Y, Balmaseda MA, Boyer T, Ferry N, Good S, Ishikawa I, Kumar A, Rienecker M, Rosati AJ, Yin Y (2012) A comparative analysis of upper-ocean heat content variability from an ensemble of operational ocean reanalyses. J Clim 25:6905–6929. doi:10.1175/JCLI-D-11-00542.1

    Article  Google Scholar 

  • Yasuda T, Hanawa K (1997) Decadal changes in the mode waters in the midlatitude North Pacific. J Phys Oceanogr 27:858–870

    Article  Google Scholar 

  • Yasuda I, Tozuka T, Noto M, Kouketsu S (2000) Heat balance and regime shifts of the mixed layer in the Kuroshio extension. Prog Oceanogr 47:257–278. doi:10.1016/S0079-6611(00)00038-0

    Article  Google Scholar 

  • Zhang J, Woodgate R, Moritz R (2010) Sea ice response to atmospheric and oceanic forcing in the Bering Sea. J Phys Oceanogr 40:1729–1747. doi:10.1175/2010JPO4323.1

    Article  Google Scholar 

Download references

Acknowledgments

We thank three anonymous reviewers for their constructive comments. Thanks are extended to Dr. H. Tsujino and Dr. K. Sakamoto for their kind and valuable advices. This work was partly supported by the Research Program on Climate Change Adaptation (RECCA) of the Ministry of Education, Culture, Sports, Science and Technology of the Japanese government (MEXT), by the Data Integration and Analysis System (DIAS) of the MEXT, by the joint UK DECC/Defra Met Office Hadley Centre Climate Programme (GA01101), by the UK Public Weather Service Research Programme, and by the European Commission funded projects MyOcean (FP7-SPACE-2007-1) and MyOcean2 (FP7-SPACE-2011-1). During the preparation of this article, our co-author Nicolas Ferry passed away. He was an active and supportive member of the ORA-IP and CLIVAR-GSOP activities.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Takahiro Toyoda.

Additional information

This paper is a contribution to the special issue on Ocean estimation from an ensemble of global ocean reanalyses consisting of papers from the Ocean Reanalyses Intercomparsion Project (ORAIP), coordinated by CLIVAR-GSOP and GODAE OceanView. The special issue also contains specific studies using single reanalysis systems.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Toyoda, T., Fujii, Y., Kuragano, T. et al. Interannual-decadal variability of wintertime mixed layer depths in the North Pacific detected by an ensemble of ocean syntheses. Clim Dyn 49, 891–907 (2017). https://doi.org/10.1007/s00382-015-2762-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00382-015-2762-3

Keywords

Navigation