A climate network perspective on the intertropical convergence zone

Frederik Wolf, A. Voigt, R. Donner
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引用次数: 1

Abstract

Abstract. The intertropical convergence zone (ITCZ) is an important component of the tropical rain belt. Climate models continue to struggle to adequately represent the ITCZ and differ substantially in its simulated response to climate change. Here we employ complex network approaches, which extract spatiotemporal variability patterns from climate data, to better understand differences in the dynamics of the ITCZ in state-of-the-art global circulation models (GCMs). For this purpose, we study simulations with 14 GCMs in an idealized slab-ocean aquaplanet setup from TRACMIP – the Tropical Rain belts with an Annual cycle and a Continent Model Intercomparison Project. We construct network representations based on the spatial correlation patterns of monthly surface temperature anomalies and study the zonal-mean patterns of different topological and spatial network characteristics. Specifically, we cluster the GCMs by means of the distributions of their zonal network measures utilizing hierarchical clustering. We find that in the control simulation, the distributions of the zonal network measures are able to pick up model differences in the tropical sea surface temperature (SST) contrast, the ITCZ position, and the strength of the Southern Hemisphere Hadley cell. Although we do not find evidence for consistent modifications in the network structure tracing the response of the ITCZ to global warming in the considered model ensemble, our analysis demonstrates that coherent variations of the global SST field are linked to ITCZ dynamics. This suggests that climate networks can provide a new perspective on ITCZ dynamics and model differences therein.
热带辐合带的气候网络透视
摘要热带辐合带(ITCZ)是热带雨带的重要组成部分。气候模式仍在努力充分代表ITCZ,并且在其对气候变化的模拟响应方面存在很大差异。本文采用复杂的网络方法,从气候数据中提取时空变异模式,以更好地理解最先进的全球环流模式(GCMs)中ITCZ动力学的差异。为此,我们研究了来自TRACMIP -热带雨带年循环和大陆模式比较项目的14个gcm在理想的板-海洋水行星设置下的模拟。基于月地表温度异常的空间相关模式构建网络表征,研究不同拓扑和空间网络特征的纬向平均模式。具体来说,我们利用分层聚类的方法,通过区域网络测度的分布对gcm进行聚类。我们发现,在控制模拟中,纬向网络测量的分布能够捕捉到热带海表温度对比、ITCZ位置和南半球Hadley单体强度的模式差异。虽然在考虑的模式集合中,我们没有发现追踪ITCZ对全球变暖响应的网络结构一致变化的证据,但我们的分析表明,全球海温场的相干变化与ITCZ动力学有关。这表明气候网络可以为研究ITCZ动态和模式差异提供新的视角。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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