Impact of different ocean reanalyses on decadal climate prediction

被引:40
|
作者
Kroeger, Juergen [1 ]
Mueller, Wolfgang A. [1 ]
von Storch, Jin-Song [1 ]
机构
[1] Max Planck Inst Meteorol, D-20146 Hamburg, Germany
关键词
Climate; Decadal; Near term; Prediction; Predictability; Initialized; Forecast; Hindcast; Ocean reanalysis; Ocean state estimate; Assimilation; Fidelity; DATA ASSIMILATION; NORTH-ATLANTIC; MODEL; VARIABILITY;
D O I
10.1007/s00382-012-1310-7
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
We study the impact of three ocean state estimates (GECCO, SODA, [ECMWF]-ORA-S3) on decadal predictability in one particular forecast system, the Earth system model from the Max Planck Institute for Meteorology in Hamburg. The forecast procedure follows two steps. First, anomalies of temperature and salinity of the observational estimates are assimilated into our coupled model. Second, the assimilation runs are then used to initialize 10-year-long hindcasts/forecasts starting from each year between 1960 and 2001. The impact of the individual ocean state estimates is evaluated both by the extent to which climate variations from the ocean state estimates are adopted by the forecast system ('fidelity') and by the prediction skill of the corresponding hindcast experiments. The evaluation focuses on North Atlantic (NA) sea surface temperature (SST), upper-level (0-700 m) NA ocean heat content (OHC) and the Atlantic meridional overturning circulation (MOC). Regarding fidelity, correlations between observations and the assimilation runs are generally high for NA SST and NA OHC, except for NA OHC in the GECCO assimilation. MOC variations experience strong modifications when GECCO and SODA are assimilated, much less so when assimilating ORA-S3. Regarding prediction skill, when initializing with ORA-S3 and SODA, correlations with observations are high for NA OHC and moderate for NA SST. Correlations in case of GECCO, on the other hand, are high for NA SST and moderate for NA OHC. Relatively high MOC correlations between hindcasts and respective assimilation run appear in the first five years in GECCO in the tropics and subtropics and in ORA-S3 north of 50N. Correlations are largely reduced when the MOC signals are detrended. The trends in the assimilation runs are to some extent artifacts of the assimilation procedure. Hence, our potential predictabilities of the MOC are optimistic estimates of the upper limits of predictability. However, the ORA-S3 reanalysis gives the best results for our forecast system as measured by both overall fidelity of the assimilation procedure and predictions of upper-level OHC in the North Atlantic.
引用
收藏
页码:795 / 810
页数:16
相关论文
共 50 条
  • [1] Impact of different ocean reanalyses on decadal climate prediction
    Jürgen Kröger
    Wolfgang A. Müller
    Jin-Song von Storch
    [J]. Climate Dynamics, 2012, 39 : 795 - 810
  • [2] Impact of ocean observations on decadal climate prediction with the ECMWF coupled forecast system
    Doblas-Reyes, Francisco Javier
    [J]. FISICA DE LA TIERRA, 2009, 21 : 225 - 236
  • [3] Impact of atmosphere and sub-surface ocean data on decadal climate prediction
    Dunstone, N. J.
    Smith, D. M.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2010, 37
  • [4] The Indian Ocean: The Region of Highest Skill Worldwide in Decadal Climate Prediction
    Guemas, Virginie
    Corti, Susanna
    Garcia-Serrano, J.
    Doblas-Reyes, F. J.
    Balmaseda, Magdalena
    Magnusson, Linus
    [J]. JOURNAL OF CLIMATE, 2013, 26 (03) : 726 - 739
  • [5] Decadal climate predictions with a coupled OAGCM initialized with oceanic reanalyses
    A. Bellucci
    S. Gualdi
    S. Masina
    A. Storto
    E. Scoccimarro
    C. Cagnazzo
    P. Fogli
    E. Manzini
    A. Navarra
    [J]. Climate Dynamics, 2013, 40 : 1483 - 1497
  • [6] Decadal climate predictions with a coupled OAGCM initialized with oceanic reanalyses
    Bellucci, A.
    Gualdi, S.
    Masina, S.
    Storto, A.
    Scoccimarro, E.
    Cagnazzo, C.
    Fogli, P.
    Manzini, E.
    Navarra, A.
    [J]. CLIMATE DYNAMICS, 2013, 40 (5-6) : 1483 - 1497
  • [7] Ocean dynamics and tropical Pacific climate change in ocean reanalyses and coupled climate models
    Yang, Chunxue
    Giese, Benjamin S.
    Wu, Lixin
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2014, 119 (10) : 7066 - 7077
  • [8] Prospects for decadal climate prediction
    Keenlyside, Noel S.
    Ba, Jin
    [J]. WILEY INTERDISCIPLINARY REVIEWS-CLIMATE CHANGE, 2010, 1 (05) : 627 - 635
  • [9] Decadal SST Variability in the Southeast Indian Ocean and Its Impact on Regional Climate
    Li, Yuanlong
    Han, Weiqing
    Zhang, Lei
    Wang, Fan
    [J]. JOURNAL OF CLIMATE, 2019, 32 (19) : 6299 - 6318
  • [10] Seasonal to decadal prediction of southern African climate and its links with variability of the Atlantic Ocean
    Reason, C. J. C.
    Landman, W.
    Tennant, W.
    [J]. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2006, 87 (07) : 941 - +