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Impact of the Assimilation of Sea Ice Concentration Data on an Atmosphere-Ocean-Sea Ice Coupled Simulation of the Arctic Ocean Climate

机译:海冰浓度数据同化对北冰洋气候的气-海-海冰耦合模拟的影响

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References(20) Cited-By(2) Supplementary materials(1) We have investigated the effects of assimilating sea ice concentration (SIC) data on a simulation of Arctic Ocean climate using an atmosphere-ocean-sea ice coupled model. Our results show that the normal overestimation of summertime SIC in the East Siberian Sea and the Beaufort Sea in simulations without sea-ice data input can be greatly reduced by assimilating sea-ice data and that this improvement is also evident in a following hindcast experiment for 3-4 years after the initialization of the assimilation. In the hindcast experiment, enhanced heat storage in both sea ice and in the ocean surface layer plays a central role in improving the accuracy of the sea ice distribution, particularly in summer. Our detailed investigation suggests that the ice-albedo feedback and the feedback associated with the atmospheric pressure pattern generated by the improved estimation of SIC work more effectively to retain the heat signal after initialization for a coupled atmosphere-ocean-sea ice system prediction. In addition, comparison with field observations confirms that the model fails to produce a realistic feedback loop, which is (presumably) due to inadequacies in both the ice-cloud feedback model and the feedback via the Beaufort Gyre circulation. Further development of coupled models is thus required to better define Arctic Ocean climate processes and to improve the accuracy of their predictions.
机译:参考文献(20)被引用的辅助材料(2)补充材料(1)我们使用大气-海洋-海冰耦合模型研究了同化海冰浓度(SIC)数据对北冰洋气候模拟的影响。我们的结果表明,通过吸收海冰数据,可以大大减少模拟东西伯利亚海和博福特海中夏季SIC的正常高估,并且可以通过吸收海冰数据来大大减少这种改善,这在随后的后验实验中也很明显初始化后的3-4年。在后验实验中,增强海冰和海表层中的热量存储对提高海冰分布的准确性(尤其是在夏季)起着核心作用。我们的详细研究表明,冰-反照率反馈以及由改进的SIC估计生成的与大气压力模式相关的反馈可以更有效地工作,以在初始化大气-海洋-海冰系统耦合预测后保留热量信号。另外,与实地观察的比较证实,该模型未能产生真实的反馈回路,这可能是由于冰云反馈模型和通过Beaufort Gyre循环进行的反馈均不足。因此,需要进一步开发耦合模型,以更好地定义北冰洋的气候过程并提高其预测的准确性。

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