Climate variability in the southern Indian Ocean as revealed by self-organizing maps

被引:86
作者
Morioka, Yushi [1 ]
Tozuka, Tomoki [1 ]
Yamagata, Toshio [1 ]
机构
[1] Univ Tokyo, Grad Sch Sci, Dept Earth & Planetary Sci, Bunkyo Ku, Tokyo 113, Japan
基金
日本科学技术振兴机构;
关键词
Indian Ocean subtropical dipole; Self-organizing map; Mixed-layer heat budget; SEA-SURFACE TEMPERATURE; SST DIPOLE EVENTS; AFRICAN RAINFALL; EXPERIMENTAL FORECASTS; COUPLED OAGCM; ATLANTIC; CIRCULATION; REGION; REANALYSIS; ANOMALIES;
D O I
10.1007/s00382-010-0843-x
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Using a non-linear statistical analysis called "self-organizing maps", the interannual sea surface temperature (SST) variations in the southern Indian Ocean are investigated. The SST anomalies during austral summer from 1951 to 2006 are classified into nine types with differences in the position of positive and negative SST anomaly poles. To investigate the evolution of these SST anomaly poles, heat budget analysis of mixed-layer using outputs from an ocean general circulation model is conducted. The warming of the mixed-layer by the climatological shortwave radiation is enhanced (suppressed) as a result of negative (positive) mixed-layer thickness anomaly over the positive (negative) SST anomaly pole. This contribution from shortwave radiation is most dominant in the growth of SST anomalies. In contrast to the results reported so far, the contribution from latent heat flux anomaly is not so important. The discrepancy in the analysis is explained by the modulation in the contribution from the climatological heat flux by the interannual mixed-layer depth anomaly that was neglected in the past studies.
引用
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页码:1075 / 1088
页数:14
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