Yan Xue, Magdalena A. Balmaseda, Tim Boyer, Nicolas Ferry, Simon Good, Ichiro Ishikawa, Arun Kumar, Michele Rienecker, Anthony J. Rosati, and Yonghong Yin, 2012: A Comparative Analysis of Upper-Ocean Heat Content Variability from an Ensemble of Operational Ocean Reanalyses. J. Climate, 25, 6905–6929.
A Comparative Analysis of Upper-Ocean Heat Content Variability from an Ensemble of Operational Ocean Reanalyses
Yan Xue,* Magdalena A. Balmaseda,+ Tim Boyer,# Nicolas Ferry,@ Simon Good,& Ichiro Ishikawa,** Arun Kumar,* Michele Rienecker,++ Anthony J. Rosati,## and Yonghong Yin@@* Cimate Prediction Center, NOAA/NWS/NCEP, Camp Springs, Maryland
+ ECMWF, Shinfield Park, Reading, United Kingdom
# NOAA/National Oceanography Data Center, Silver Spring, Maryland
@ Mercator-Ocean, Toulouse, France
& Met Office Hadley Centre, Exeter, United Kingdom
** Japan Meteorological Agency, Tokyo, Japan
++ Global Modeling and Assimilation Office, NASA GSFC, Greenbelt, Maryland
## Geophysical Fluid Dynamics Laboratory, Princeton University, Princeton, New Jersey
@@ Centre for Australia Weather and Climate Research, and Bureau of Meteorology, Melbourne, Victoria, Australia
Ocean heat content (HC) is one of the key indicators of climate variability and also provides ocean memory critical for seasonal and decadal predictions. The availability of multiple operational ocean analyses (ORAs) now routinely produced around the world is an opportunity for estimation of uncertainties in HC analysis and development of ensemble-based operational HC climate indices. In this context, the spread across the ORAs is used to quantify uncertainties in HC analysis and the ensemble mean of ORAs to identify, and to monitor, climate signals. Toward this goal, this study analyzed 10 ORAs, two objective analyses based on in situ data only, and eight model analyses based on ocean data assimilation systems. The mean, annual cycle, interannual variability, and long-term trend of HC in the upper 300 m (HC300) from 1980 to 2009 are compared.
The spread across HC300 analyses generally decreased with time and reached a minimum in the early 2000s when the Argo data became available. There was a good correspondence between the increase of data counts and reduction of the spread. The agreement of HC300 anomalies among different ORAs, measured by the signal-to-noise ratio (S/N), is generally high in the tropical Pacific, tropical Indian Ocean, North Pacific, and North Atlantic but low in the tropical Atlantic and extratropical southern oceans where observations are very sparse. A set of climate indices was derived as HC300 anomalies averaged over the areas where the covariability between SST and HC300 represents the major climate modes such as ENSO, Indian Ocean dipole, Atlantic Niño, Pacific decadal oscillation, and Atlantic multidecadal oscillation.
Keywords: Ocean circulation, Thermocline, Climate prediction, Data assimilation, Model evaluation/performance, Oceanic variability
Received: September 14, 2011; Final Form: February 22, 2012
Corresponding author address: Yan Xue, Room 605-A, WWB, 5200 Auth Rd., NOAA/NWS/NCEP/Climate Prediction Center, Camp Springs, MD 20746. E-mail:
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Advances in Atmospheric Sciences 32, 1381-1390.
Online publication date: 1-Oct-2015.
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Simona Masina,
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Online publication date: 1-Oct-2015.
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James Cummings,
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Xiaosong Yang. (2015) Evaluation of the Tropical Pacific Observing System from the ocean data assimilation perspective.
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Online publication date: 1-Oct-2015.
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C. D. Roberts,
M. Balmaseda,
Y.-S. Chang,
G. Chepurin,
N. Ferry,
Y. Fujii,
S. A. Good,
S. Guinehut,
K. Haines,
F. Hernandez,
A. Köhl,
T. Lee,
M. J. Martin,
S. Masina,
S. Masuda,
K. A. Peterson,
A. Storto,
T. Toyoda,
M. Valdivieso,
G. Vernieres,
O. Wang,
Y. Xue. (2015) Ocean heat content variability and change in an ensemble of ocean reanalyses.
Climate Dynamics.
Online publication date: 4-Sep-2015.
CrossRef Takahiro Toyoda,
Yosuke Fujii,
Tsurane Kuragano,
Naohiro Kosugi,
Daisuke Sasano,
Masafumi Kamachi,
Yoichi Ishikawa,
Shuhei Masuda,
Kanako Sato,
Toshiyuki Awaji,
Fabrice Hernandez,
Nicolas Ferry,
Stéphanie Guinehut,
Matthew Martin,
K. Andrew Peterson,
Simon A. Good,
Maria Valdivieso,
Keith Haines,
Andrea Storto,
Simona Masina,
Armin Köhl,
Yonghong Yin,
Li Shi,
Oscar Alves,
Gregory Smith,
You-Soon Chang,
Guillaume Vernieres,
Xiaochun Wang,
Gael Forget,
Patrick Heimbach,
Ou Wang,
Ichiro Fukumori,
Tong Lee,
Hao Zuo,
Magdalena Balmaseda. (2015) Interannual-decadal variability of wintertime mixed layer depths in the North Pacific detected by an ensemble of ocean syntheses.
Climate Dynamics.
Online publication date: 15-Aug-2015.
CrossRef You-Soon Chang. (2015) Intercomparison of the Global Ocean Reanalysis Data.
The Sea 20, 102-118.
Online publication date: 31-May-2015.
CrossRef Sulagna Ray,
Didier Swingedouw,
Juliette Mignot,
Eric Guilyardi. (2015) Effect of surface restoring on subsurface variability in a climate model during 1949–2005.
Climate Dynamics 44, 2333-2349.
Online publication date: 1-May-2015.
CrossRef M.A. Balmaseda,
F. Hernandez,
A. Storto,
M.D. Palmer,
O. Alves,
L. Shi,
G.C. Smith,
T. Toyoda,
M. Valdivieso,
B. Barnier,
D. Behringer,
T. Boyer,
Y-S. Chang,
G.A. Chepurin,
N. Ferry,
G. Forget,
Y. Fujii,
S. Good,
S. Guinehut,
K. Haines,
Y. Ishikawa,
S. Keeley,
A. Köhl,
T. Lee,
M.J. Martin,
S. Masina,
S. Masuda,
B. Meyssignac,
K. Mogensen,
L. Parent,
K.A. Peterson,
Y.M. Tang,
Y. Yin,
G. Vernieres,
X. Wang,
J. Waters,
R. Wedd,
O. Wang,
Y. Xue,
M. Chevallier,
J-F. Lemieux,
F. Dupont,
T. Kuragano,
M. Kamachi,
T. Awaji,
A. Caltabiano,
K. Wilmer-Becker,
F. Gaillard. (2015) The Ocean Reanalyses Intercomparison Project (ORA-IP).
Journal of Operational Oceanography 8, s80-s97.
Online publication date: 17-Apr-2015.
CrossRef Xiaofen Wu,
Zenghong Liu,
Guanghong Liao,
Lingjuan Wu. (2015) Variation of Indo-Pacific upper ocean heat content during 2001–2012 revealed by Argo.
Acta Oceanologica Sinica 34:5, 29.
CrossRef Yan Xue,
Caihong Wen,
Xiaosong Yang,
David Behringer,
Arun Kumar,
Gabriel Vecchi,
Anthony Rosati,
Rich Gudgel. (2015) Evaluation of tropical Pacific observing systems using NCEP and GFDL ocean data assimilation systems.
Climate Dynamics.
CrossRef Maria Valdivieso,
Keith Haines,
Magdalena Balmaseda,
You-Soon Chang,
Marie Drevillon,
Nicolas Ferry,
Yosuke Fujii,
Armin Köhl,
Andrea Storto,
Takahiro Toyoda,
Xiaochun Wang,
Jennifer Waters,
Yan Xue,
Yonghong Yin,
Bernard Barnier,
Fabrice Hernandez,
Arun Kumar,
Tong Lee,
Simona Masina,
K. Andrew Peterson. (2015) An assessment of air–sea heat fluxes from ocean and coupled reanalyses.
Climate Dynamics.
CrossRef L. Shi,
O. Alves,
R. Wedd,
M. A. Balmaseda,
Y. Chang,
G. Chepurin,
N. Ferry,
Y. Fujii,
F. Gaillard,
S. A. Good,
S. Guinehut,
K. Haines,
F. Hernandez,
T. Lee,
M. Palmer,
K.A. Peterson,
S. Masuda,
A. Storto,
T. Toyoda,
M. Valdivieso,
G. Vernieres,
X. Wang,
Y. Yin. (2015) An assessment of upper ocean salinity content from the Ocean Reanalyses Inter-comparison Project (ORA-IP).
Climate Dynamics.
CrossRef Caihong Wen,
Arun Kumar,
Yan Xue. (2014) Factors contributing to uncertainty in Pacific Decadal Oscillation index.
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Online publication date: 28-Nov-2014.
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Jérôme Vialard,
Michael J. McPhaden,
Tong Lee,
Yukio Masumoto,
Ming Feng,
Will P.M. de Ruijter. (2015) Indian Ocean Decadal Variability: A Review.
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Online publication date: 1-Nov-2014.
Abstract
.
Full Text
.
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Oscar Alves. (2014) ENSO, the IOD and the intraseasonal prediction of heat extremes across Australia using POAMA-2.
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CrossRef You-Soon Chang,
Gabriel A. Vecchi,
Anthony Rosati,
Shaoqing Zhang,
Xiaosong Yang. (2014) Comparison of global objective analyzed T-S fields of the upper ocean for 2008–2011.
Journal of Marine Systems 137, 13-20.
Online publication date: 1-Sep-2014.
CrossRef Arun Kumar,
Bhaskar Jha,
Hui Wang. (2014) Attribution of SST variability in global oceans and the role of ENSO.
Climate Dynamics 43, 209-220.
Online publication date: 1-Jul-2014.
CrossRef Junqiao Feng,
Dunxin Hu. (2014) How much does heat content of the western tropical Pacific Ocean modulate the South China Sea summer monsoon onset in the last four decades?.
Journal of Geophysical Research: Oceans, n/a-n/a.
Online publication date: 1-Jun-2014.
CrossRef Kevin E. Trenberth,
John T. Fasullo,
Magdalena A. Balmaseda. (2014) Earth’s Energy Imbalance.
Journal of Climate 27:9, 3129-3144.
Online publication date: 1-May-2014.
Abstract
.
Full Text
.
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Hui Wang,
Yan Xue,
Wanqiu Wang. (2014) How Much of Monthly Subsurface Temperature Variability in the Equatorial Pacific Can Be Recovered by the Specification of Sea Surface Temperatures?.
Journal of Climate 27:4, 1559-1577.
Online publication date: 1-Feb-2014.
Abstract
.
Full Text
.
PDF (4136 KB) Fangguo Zhai,
Qingye Wang,
Fujun Wang,
Dunxin Hu. (2014) Decadal variations of Pacific North Equatorial Current bifurcation from multiple ocean products.
Journal of Geophysical Research: Oceans 119, 1237-1256.
Online publication date: 1-Feb-2014.
CrossRef Gennady A. Chepurin,
James A. Carton,
Eric Leuliette. (2014) Sea level in ocean reanalyses and tide gauges.
Journal of Geophysical Research: Oceans 119, 147-155.
Online publication date: 1-Jan-2014.
CrossRef Simon A. Good,
Matthew J. Martin,
Nick A. Rayner. (2013) EN4: Quality controlled ocean temperature and salinity profiles and monthly objective analyses with uncertainty estimates.
Journal of Geophysical Research: Oceans 118, 6704-6716.
Online publication date: 1-Dec-2013.
CrossRef Jieshun Zhu,
Bohua Huang,
Magdalena A. Balmaseda,
James L. Kinter,
Peitao Peng,
Zeng-Zhen Hu,
Lawrence Marx. (2013) Improved reliability of ENSO hindcasts with multi-ocean analyses ensemble initialization.
Climate Dynamics 41, 2785-2795.
Online publication date: 1-Nov-2013.
CrossRef Hui Wang,
Arun Kumar,
Wanqiu Wang. (2013) Characteristics of Subsurface Ocean Response to ENSO Assessed from Simulations with the NCEP Climate Forecast System.
Journal of Climate 26:20, 8065-8083.
Online publication date: 1-Oct-2013.
Abstract
.
Full Text
.
PDF (2654 KB) J. P. Abraham,
M. Baringer,
N. L. Bindoff,
T. Boyer,
L. J. Cheng,
J. A. Church,
J. L. Conroy,
C. M. Domingues,
J. T. Fasullo,
J. Gilson,
G. Goni,
S. A. Good,
J. M. Gorman,
V. Gouretski,
M. Ishii,
G. C. Johnson,
S. Kizu,
J. M. Lyman,
A. M. Macdonald,
W. J. Minkowycz,
S. E. Moffitt,
M. D. Palmer,
A. R. Piola,
F. Reseghetti,
K. Schuckmann,
K. E. Trenberth,
I. Velicogna,
J. K. Willis. (2013) A review of global ocean temperature observations: Implications for ocean heat content estimates and climate change.
Reviews of Geophysics 51, 450-483.
Online publication date: 1-Sep-2013.
CrossRef Yan Xue,
Mingyue Chen,
Arun Kumar,
Zeng-Zhen Hu,
Wanqiu Wang. (2013) Prediction Skill and Bias of Tropical Pacific Sea Surface Temperatures in the NCEP Climate Forecast System Version 2.
Journal of Climate 26:15, 5358-5378.
Online publication date: 1-Aug-2013.
Abstract
.
Full Text
.
PDF (11118 KB)