首页> 外文期刊>International Journal of Climatology: A Journal of the Royal Meteorological Society >Synoptic climatology of the Ross Ice Shelf and Ross Sea region of Antarctica: k-means clustering and validation
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Synoptic climatology of the Ross Ice Shelf and Ross Sea region of Antarctica: k-means clustering and validation

机译:南极罗斯冰架和罗斯海地区的天气气候:k-均值聚类和验证

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The surface wind regime of the Ross Ice Shelf (RIS) is dominated by northward outflow influenced by drainage from both East and West Antarctica and synoptic disturbances over the Ross Sea. To quantify the effects of the wind regime on the climate of the region, we produce a synoptic climatology of the RIS and Ross Sea via a k-means clustering technique applied to surface (10 m) winds from the ERA Interim reanalysis (1979-2011). We describe the generation of the climatology and discuss composites of surface winds, mean sea-level pressure and temperature, which show a high degree of internally consistent structure and are similar to previous synoptic climatologies. While some smallscale features are not fully resolved by the reanalysis, such as the channelling of katabatic flows, we identify a high degree of coherence between clustering results and available in situ data sources, suggesting that the ERA Interim represents the region well. We find that the surface wind field of the ice shelf is highly sensitive to the strength and position of cyclonic disturbances in the Ross Sea, the presence of which can aid outflow from the continental interior. Temperature displays a high level of sensitivity to circulation conditions due to the effects of steep temperature gradients surrounding the shelf and advective heat transport. Cold temperatures on the ice shelf coincide with drainage from East Antarctica, while warmer periods coincide with West Antarctic drainage; this is particularly clear during RIS air stream (RAS) events. The warmest periods occur during southward transport from the Ross Sea. The sensitivity of temperature to the origin of flows suggests circulation changes in the region are likely to significantly impact surface climate. Analysis of the frequency of varying synoptic events and their persistence confirms RAS is a very common and persistent feature of the region.
机译:罗斯冰架(RIS)的地表风区主要受南极东西向的排水和罗斯海上的天气干扰的影响而向北流出。为了量化风向对区域气候的影响,我们通过应用k均值聚类技术对ERA临时分析(1979-2011)的地表风(10 m)进行了k均值聚类分析,得出了RIS和Ross Sea的天气学。 )。我们描述了气候的产生,并讨论了表面风,平均海平面压力和温度的复合物,这些复合物显示出高度的内部一致结构,并且与以前的天气气候相似。尽管重新分析不能完全解决某些小规模特征,例如,卡塔巴流的通道化,但我们发现了聚类结果与可用的现场数据源之间的高度连贯性,这表明ERA Interim很好地代表了该地区。我们发现,冰架的表面风场对罗斯海旋风扰动的强度和位置高度敏感,而罗斯风的存在可以帮助从大陆内部流出。由于架子周围陡峭的温度梯度和对流传热的影响,温度对循环条件表现出高度的敏感性。冰架上的低温与南极东部的排水相吻合,而较暖的时期与南极西部的排水相吻合。在RIS气流(RAS)事件期间,这一点尤其明显。最热的时期发生在从罗斯海向南运输期间。温度对流量起源的敏感性表明,该地区的环流变化可能会严重影响地表气候。对天气变化的频率及其持续性的分析证实,RAS是该地区非常普遍和持久的特征。

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