Improved forecast skill in the tropics in the new MiKlip decadal climate predictions

被引:83
作者
Pohlmann, H. [1 ]
Mueller, W. A. [1 ]
Kulkarni, K. [1 ]
Kameswarrao, M. [1 ]
Matei, D. [1 ]
Vamborg, F. S. E. [1 ]
Kadow, C. [2 ]
Illing, S. [2 ]
Marotzke, J. [1 ]
机构
[1] Max Planck Inst Meteorol, DE-20146 Hamburg, Germany
[2] Free Univ Berlin, Inst Meteorol, Berlin, Germany
关键词
CMIP5; decadal prediction; quasi-biennial oscillation; tropical bias; model resolution; MODEL; REANALYSIS; CMIP5; VARIABILITY; PROJECT; SYSTEM;
D O I
10.1002/2013GL058051
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
We introduce an improved initialization to the decadal predictions performed for the Mittelfristige Klimaprognosen (MiKlip) project based on the Max-Planck-Institute Earth System Model and furthermore test the effect of increased ocean and atmosphere model resolutions. The new initialization includes both a more sophisticated oceanic initialization and additionally an atmospheric initialization. We compare the performance of retrospective decadal forecasts over the past 50years with that of the previous system. The new oceanic initialization considerably improves the performance in terms of surface air temperature over the tropical oceans on the 2-5years time scale, which also helps to improve the predictive skill of global mean surface air temperature on this time scale. The higher model resolution improves the predictive skill of surface air temperature over the tropical Pacific even further. Through the newly introduced atmospheric initialization, the quasi-biennial oscillation exhibits predictive skill of up to 4years when a sufficiently high vertical atmospheric resolution is used.
引用
收藏
页码:5798 / 5802
页数:5
相关论文
共 39 条
[1]  
[Anonymous], 2009, CMIP Report
[2]  
[Anonymous], 2011, STAT METHODS ATMOSPH, DOI DOI 10.1016/C2010-0-65519-2
[3]   The quasi-biennial oscillation [J].
Baldwin, MP ;
Gray, LJ ;
Dunkerton, TJ ;
Hamilton, K ;
Haynes, PH ;
Randel, WJ ;
Holton, JR ;
Alexander, MJ ;
Hirota, I ;
Horinouchi, T ;
Jones, DBA ;
Kinnersley, JS ;
Marquardt, C ;
Sato, K ;
Takahashi, M .
REVIEWS OF GEOPHYSICS, 2001, 39 (02) :179-229
[4]   Evaluation of the ECMWF ocean reanalysis system ORAS4 [J].
Balmaseda, Magdalena Alonso ;
Mogensen, Kristian ;
Weaver, Anthony T. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2013, 139 (674) :1132-1161
[5]  
Bellucci A., 2012, 2 COMBINE
[6]   Uncertainty estimates in regional and global observed temperature changes: A new data set from 1850 [J].
Brohan, P. ;
Kennedy, J. J. ;
Harris, I. ;
Tett, S. F. B. ;
Jones, P. D. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2006, 111 (D12)
[7]   On the lack of stratospheric dynamical variability in low-top versions of the CMIP5 models [J].
Charlton-Perez, Andrew J. ;
Baldwin, Mark P. ;
Birner, Thomas ;
Black, Robert X. ;
Butler, Amy H. ;
Calvo, Natalia ;
Davis, Nicholas A. ;
Gerber, Edwin P. ;
Gillett, Nathan ;
Hardiman, Steven ;
Kim, Junsu ;
Krueger, Kirstin ;
Lee, Yun-Young ;
Manzini, Elisa ;
McDaniel, Brent A. ;
Polvani, Lorenzo ;
Reichler, Thomas ;
Shaw, Tiffany A. ;
Sigmond, Michael ;
Son, Seok-Woo ;
Toohey, Matthew ;
Wilcox, Laura ;
Yoden, Shigeo ;
Christiansen, Bo ;
Lott, Franois ;
Shindell, Drew ;
Yukimoto, Seiji ;
Watanabe, Shingo .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2013, 118 (06) :2494-2505
[8]   The ERA-Interim reanalysis: configuration and performance of the data assimilation system [J].
Dee, D. P. ;
Uppala, S. M. ;
Simmons, A. J. ;
Berrisford, P. ;
Poli, P. ;
Kobayashi, S. ;
Andrae, U. ;
Balmaseda, M. A. ;
Balsamo, G. ;
Bauer, P. ;
Bechtold, P. ;
Beljaars, A. C. M. ;
van de Berg, L. ;
Bidlot, J. ;
Bormann, N. ;
Delsol, C. ;
Dragani, R. ;
Fuentes, M. ;
Geer, A. J. ;
Haimberger, L. ;
Healy, S. B. ;
Hersbach, H. ;
Holm, E. V. ;
Isaksen, L. ;
Kallberg, P. ;
Koehler, M. ;
Matricardi, M. ;
McNally, A. P. ;
Monge-Sanz, B. M. ;
Morcrette, J. -J. ;
Park, B. -K. ;
Peubey, C. ;
de Rosnay, P. ;
Tavolato, C. ;
Thepaut, J. -N. ;
Vitart, F. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2011, 137 (656) :553-597
[9]   Initialized near-term regional climate change prediction [J].
Doblas-Reyes, F. J. ;
Andreu-Burillo, I. ;
Chikamoto, Y. ;
Garcia-Serrano, J. ;
Guemas, V. ;
Kimoto, M. ;
Mochizuki, T. ;
Rodrigues, L. R. L. ;
van Oldenborgh, G. J. .
NATURE COMMUNICATIONS, 2013, 4
[10]   Climate and carbon cycle changes from 1850 to 2100 in MPI-ESM simulations for the Coupled Model Intercomparison Project phase 5 [J].
Giorgetta, Marco A. ;
Jungclaus, Johann ;
Reick, Christian H. ;
Legutke, Stephanie ;
Bader, Juergen ;
Boettinger, Michael ;
Brovkin, Victor ;
Crueger, Traute ;
Esch, Monika ;
Fieg, Kerstin ;
Glushak, Ksenia ;
Gayler, Veronika ;
Haak, Helmuth ;
Hollweg, Heinz-Dieter ;
Ilyina, Tatiana ;
Kinne, Stefan ;
Kornblueh, Luis ;
Matei, Daniela ;
Mauritsen, Thorsten ;
Mikolajewicz, Uwe ;
Mueller, Wolfgang ;
Notz, Dirk ;
Pithan, Felix ;
Raddatz, Thomas ;
Rast, Sebastian ;
Redler, Rene ;
Roeckner, Erich ;
Schmidt, Hauke ;
Schnur, Reiner ;
Segschneider, Joachim ;
Six, Katharina D. ;
Stockhause, Martina ;
Timmreck, Claudia ;
Wegner, Joerg ;
Widmann, Heinrich ;
Wieners, Karl-H ;
Claussen, Martin ;
Marotzke, Jochem ;
Stevens, Bjorn .
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS, 2013, 5 (03) :572-597