Improved decadal climate prediction in the North Atlantic using EnOI-assimilated initial condition

被引:12
|
作者
Wei, Min [1 ,2 ,3 ]
Li, Qingquan [4 ,5 ]
Xin, Xiaoge [4 ]
Zhou, Wei [6 ]
Han, Zhenyu [4 ]
Luo, Yong [1 ,2 ]
Zhao, Zongci [1 ,2 ]
机构
[1] Tsinghua Univ, Dept Earth Syst Sci, Key Lab Earth Syst Modeling, Minist Educ, Beijing 100084, Peoples R China
[2] Joint Ctr Global Change Studies, Beijing 100875, Peoples R China
[3] China Meteorol Adm, Natl Meteorol Informat Ctr, Beijing 100081, Peoples R China
[4] China Meteorol Adm, Natl Climate Ctr, Lab Climate Studies, Beijing 100081, Peoples R China
[5] Nanjing Univ Informat Sci & Technol, Collaborat Innovat Ctr Forecast & Evaluat Meteoro, Nanjing 210044, Jiangsu, Peoples R China
[6] Chinese Acad Sci, South China Sea Inst Oceanol, State Key Lab Trop Oceanog, Guangzhou 510301, Guangdong, Peoples R China
关键词
Decadal prediction; EnOI; Initialization; AMO; BCC-CSM; OCEAN MODEL; TEMPERATURE; VARIABILITY; REANALYSIS; CMIP5;
D O I
10.1016/j.scib.2017.08.012
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Decadal prediction experiments of Beijing Climate Center climate system model version 1.1 (BCC-CSM1.1) participated in Coupled Model Intercomparison Project Phase 5 (CMIP5) had poor skill in extra-tropics of the North Atlantic, the initialization of which was done by relaxing modeled ocean temperature to the Simple Ocean Data Assimilation (SODA) reanalysis data. This study aims to improve the prediction skill of this model by using the assimilation technique in the initialization. New ocean data are firstly generated by assimilating the sea surface temperature (SST) of the Hadley Centre Sea Ice and Sea Surface Temperature (HadISST) dataset to the ocean model of BCC-CSM1.1 via Ensemble Optimum Interpolation (EnOI). Then a suite of decadal re-forecasts launched annually over the period 19612005 is carried out with simulated ocean temperature restored to the assimilated ocean data. Comparisons between the re-forecasts and previous CMIP5 forecasts show that the re-forecasts are more skillful in mid-to-high latitude SST of the North Atlantic. Improved prediction skill is also found for the Atlantic multi-decadal oscillation (AMO), which is consistent with the better skill of Atlantic meridional overturning circulation (AMOC) predicted by the re-forecasts. We conclude that the EnOI assimilation generates better ocean data than the SODA reanalysis for initializing decadal climate prediction of BCC-CSM1.1 model. (C) 2017 Science China Press. Published by Elsevier B.V. and Science China Press.
引用
收藏
页码:1142 / 1147
页数:6
相关论文
共 50 条
  • [1] Improved decadal climate prediction in the North Atlantic using EnOI-assimilated initial condition
    Min Wei
    Qingquan Li
    Xiaoge Xin
    Wei Zhou
    Zhenyu Han
    Yong Luo
    Zongci Zhao
    ScienceBulletin, 2017, 62 (16) : 1142 - 1147
  • [2] Exploring North Atlantic and North Pacific Decadal Climate Prediction Using Self-Organizing Maps
    Gu, Qinxue
    Gervais, Melissa
    JOURNAL OF CLIMATE, 2021, 34 (01) : 123 - 141
  • [3] Advancing decadal-scale climate prediction in the North Atlantic sector
    N. S. Keenlyside
    M. Latif
    J. Jungclaus
    L. Kornblueh
    E. Roeckner
    Nature, 2008, 453 : 84 - 88
  • [4] Advancing decadal-scale climate prediction in the North Atlantic sector
    Keenlyside, N. S.
    Latif, M.
    Jungclaus, J.
    Kornblueh, L.
    Roeckner, E.
    NATURE, 2008, 453 (7191) : 84 - 88
  • [5] Seasonal-to-decadal predictability and prediction of North American climate -: The Atlantic influence
    Van den Dool, H. M.
    Peng, Peitao
    Johansson, Ake
    Chelliah, Muthuvel
    Shabbar, Amir
    Saha, Suranjana
    JOURNAL OF CLIMATE, 2006, 19 (23) : 6005 - 6024
  • [6] Atlantic Multidecadal Variability and North Atlantic Jet: A Multimodel View from the Decadal Climate Prediction Project
    Ruggieri, Paolo
    Bellucci, Alessio
    Nicoli, Dario
    Athanasiadis, Panos J.
    Gualdi, Silvio
    Cassou, Christophe
    Castruccio, Fred
    Danabasoglu, Gokhan
    Davini, Paolo
    Dunstone, Nick
    Eade, Rosemary
    Gastineau, Guillaume
    Harvey, Ben
    Hermanson, Leon
    Qasmi, Said
    Ruprich-Robert, Yohan
    Sanchez-Gomez, Emilia
    Smith, Doug
    Wild, Simon
    Zampieri, Matteo
    JOURNAL OF CLIMATE, 2021, 34 (01) : 347 - 360
  • [7] DECADAL VARIATIONS IN CLIMATE ASSOCIATED WITH THE NORTH ATLANTIC OSCILLATION
    JAMES W. HURRELL
    HARRY VAN LOON
    Climatic Change, 1997, 36 : 301 - 326
  • [8] A damped decadal oscillation in the North Atlantic climate system
    Eden, C
    Greatbatch, RJ
    JOURNAL OF CLIMATE, 2003, 16 (24) : 4043 - 4060
  • [9] Decadal variations in climate associated with the north Atlantic oscillation
    Hurrell, JW
    VanLoon, H
    CLIMATIC CHANGE, 1997, 36 (3-4) : 301 - 326
  • [10] Prospects for decadal prediction of the North Atlantic Oscillation (NAO)
    Eden, C
    Greatbatch, RJ
    Lu, J
    GEOPHYSICAL RESEARCH LETTERS, 2002, 29 (10)