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.
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
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
Barnston AG, Livezey RE (1987) Classification, seasonality and persistence of low-frequency atmospheric circulation patterns. Mon Weather Rev 115:1083–1126
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
Deser C, Alexander MA, Timlin MS (1996) Upper-ocean thermal variations in the North Pacific during 1970–1991. J Clim 9:1840–1855
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
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
Hautala SL, Roemmich DH (1998) Subtropical mode water northeast Pacific Basin. J Geophys Res 103:13055–13066
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
Huang RX, Qiu B (1994) Three-dimensional structure of the wind-driven circulation in the subtropical North Pacific. J Phys Oceanogr 24:1608–1622
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
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
Kara AB, Rochford PA, Hurlburt HE (2003) Mixed layer depth variability over the global ocean. J Geophys Res 108:3079. doi:10.1029/2000JC000736
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
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
Ladd C, Thompson LA (2002) Decadal variability of North Pacific central mode water. J Phys Oceanogr 32:2870–2881
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
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
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
Masuzawa J (1969) Subtropical mode water. Deep Sea Res 16:463–472
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
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
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
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
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
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
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
Qu T, Chen J (2009) A North Pacific decadal variability in subduction rate. Geophys Res Lett 36:L22602. doi:10.1029/2009GL040914
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
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
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
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
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
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
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
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
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
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
Trenberth KE, Hurrell JW (1994) Decadal atmosphere-ocean variations in the Pacific. Clim Dyn 9:303–319
Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height field during the Northern Hemispheric winter. Mon Weather Rev 109:784–812
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
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
Yasuda T, Hanawa K (1997) Decadal changes in the mode waters in the midlatitude North Pacific. J Phys Oceanogr 27:858–870
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
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
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
Corresponding author
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
About this article
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
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00382-015-2762-3