Skillful regional prediction of Arctic sea ice on seasonal timescales

被引:95
|
作者
Bushuk, Mitchell [1 ]
Msadek, Rym [2 ]
Winton, Michael [3 ]
Vecchi, Gabriel A. [1 ,4 ]
Gudgel, Rich [3 ]
Rosati, Anthony [3 ]
Yang, Xiaosong [3 ]
机构
[1] Princeton Univ, Atmospher & Ocean Sci Program, Princeton, NJ 08544 USA
[2] CNRS CERFACS, CECI UMR 5318, Toulouse, France
[3] Princeton Univ, NOAA, Geophys Fluid Dynam Lab, Princeton, NJ 08544 USA
[4] Princeton Univ, Dept Geosci, Princeton, NJ 08544 USA
关键词
DYNAMICAL FORECAST SYSTEM; CLIMATE MODEL; THICKNESS DISTRIBUTION; INITIAL CONDITIONS; SHIPPING ROUTES; SST ANOMALIES; PREDICTABILITY; EXTENT; VARIABILITY; REEMERGENCE;
D O I
10.1002/2017GL073155
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Recent Arctic sea ice seasonal prediction efforts and forecast skill assessments have primarily focused on pan-Arctic sea ice extent (SIE). In this work, we move toward stakeholder-relevant spatial scales, investigating the regional forecast skill of Arctic sea ice in a Geophysical Fluid Dynamics Laboratory (GFDL) seasonal prediction system. Using a suite of retrospective initialized forecasts spanning 1981-2015 made with a coupled atmosphere-ocean-sea ice-land model, we show that predictions of detrended regional SIE are skillful at lead times up to 11 months. Regional prediction skill is highly region and target month dependent and generically exceeds the skill of an anomaly persistence forecast. We show for the first time that initializing the ocean subsurface in a seasonal prediction system can yield significant regional skill for winter SIE. Similarly, as suggested by previous work, we find that sea ice thickness initial conditions provide a crucial source of skill for regional summer SIE.
引用
收藏
页码:4953 / 4964
页数:12
相关论文
共 50 条
  • [1] Impact of sea ice initialization on sea ice and atmosphere prediction skill on seasonal timescales
    Guemas, V.
    Chevallier, M.
    Deque, M.
    Bellprat, O.
    Doblas-Reyes, F.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2016, 43 (08) : 3889 - 3896
  • [2] September Arctic sea ice minimum prediction - a skillful new statistical approach
    Ionita, Monica
    Grosfeld, Klaus
    Scholz, Patrick
    Treffeisen, Renate
    Lohmann, Gerrit
    [J]. EARTH SYSTEM DYNAMICS, 2019, 10 (01) : 189 - 203
  • [3] Seasonal and Regional Manifestation of Arctic Sea Ice Loss
    Onarheim, Ingrid H.
    Eldevik, Tor
    Smedsrud, Lars H.
    Stroeve, Julienne C.
    [J]. JOURNAL OF CLIMATE, 2018, 31 (12) : 4917 - 4932
  • [4] Regional Arctic sea–ice prediction: potential versus operational seasonal forecast skill
    Mitchell Bushuk
    Rym Msadek
    Michael Winton
    Gabriel Vecchi
    Xiaosong Yang
    Anthony Rosati
    Rich Gudgel
    [J]. Climate Dynamics, 2019, 52 : 2721 - 2743
  • [5] The role of upper-ocean heat content in the regional variability of Arctic sea ice at sub-seasonal timescales
    Bianco, Elena
    Iovino, Doroteaciro
    Masina, Simona
    Materia, Stefano
    Ruggieri, Paolo
    [J]. CRYOSPHERE, 2024, 18 (05): : 2357 - 2379
  • [6] Arctic sea-ice oscillation: regional and seasonal perspectives
    Wang, J
    Ikeda, M
    [J]. ANNALS OF GLACIOLOGY, VOL 33, 2001, 33 : 481 - 492
  • [7] Making Seasonal Outlooks of Arctic Sea Ice and Atlantic Hurricanes Valuable-Not Just Skillful
    Caron, Louis-Philippe
    Massonnet, Francois
    Klotzbach, Philip J.
    Philp, Tom J.
    Stroeve, Julienne
    [J]. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2020, 101 (01) : E36 - E42
  • [8] Skillful seasonal forecasts of Arctic sea ice retreat and advance dates in a dynamical forecast system
    Sigmond, M.
    Reader, M. C.
    Flato, G. M.
    Merryfield, W. J.
    Tivy, A.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2016, 43 (24) : 12457 - 12465
  • [9] Regional Arctic sea-ice prediction: potential versus operational seasonal forecast skill
    Bushuk, Mitchell
    Msadek, Rym
    Winton, Michael
    Vecchi, Gabriel
    Yang, Xiaosong
    Rosati, Anthony
    Gudgel, Rich
    [J]. CLIMATE DYNAMICS, 2019, 52 (5-6) : 2721 - 2743
  • [10] Skillful prediction of Barents Sea ice cover
    Onarheim, Ingrid H.
    Eldevik, Tor
    Arthun, Marius
    Ingvaldsen, Randi B.
    Smedsrud, Lars H.
    [J]. GEOPHYSICAL RESEARCH LETTERS, 2015, 42 (13) : 5364 - 5371