Laboratoire des Sciences du Climat et de l'Environnement, UMR 8212 CEA-CNRS-UVSQ, Université Paris-Saclay & IPSL, CE Saclay l'Orme des Merisiers, 91191 Gif-sur-Yvette, France.
Department of Earth Sciences and Centre of Natural Hazards and Disaster Science (CNDS), Uppsala University, Uppsala 75237, Sweden.
Chaos. 2023 Jan;33(1):013101. doi: 10.1063/5.0093732.
Hurricanes-and more broadly tropical cyclones-are high-impact weather phenomena whose adverse socio-economic and ecosystem impacts affect a considerable part of the global population. Despite our reasonably robust meteorological understanding of tropical cyclones, we still face outstanding challenges for their numerical simulations. Consequently, future changes in the frequency of occurrence and intensity of tropical cyclones are still debated. Here, we diagnose possible reasons for the poor representation of tropical cyclones in numerical models, by considering the cyclones as chaotic dynamical systems. We follow 197 tropical cyclones which occurred between 2010 and 2020 in the North Atlantic using the HURDAT2 and ERA5 data sets. We measure the cyclones instantaneous number of active degrees of freedom (local dimension) and the persistence of their sea-level pressure and potential vorticity fields. During the most intense phases of the cyclones, and specifically when cyclones reach hurricane strength, there is a collapse of degrees of freedom and an increase in persistence. The large dependence of hurricanes dynamical characteristics on intensity suggests the need for adaptive parametrization schemes which take into account the dependence of the cyclone's phase, in analogy with high-dissipation intermittent events in turbulent flows.
飓风——更广泛地说,热带气旋——是高影响天气现象,其不利的社会经济和生态影响影响到相当一部分全球人口。尽管我们对热带气旋的气象学理解相当完善,但在对其进行数值模拟时仍面临着突出的挑战。因此,热带气旋发生频率和强度的未来变化仍存在争议。在这里,我们通过将热带气旋视为混沌动力系统,来诊断数值模型中对热带气旋代表性不足的可能原因。我们使用 HURDAT2 和 ERA5 数据集,考虑了 197 个发生在 2010 年至 2020 年间北大西洋的热带气旋。我们测量了气旋的瞬时自由度数量(局部维度)以及它们的海平面压力和位涡场的持续性。在气旋最强烈的阶段,特别是当气旋达到飓风强度时,自由度会崩溃,持续性会增加。飓风动力学特征对强度的强烈依赖性表明,需要自适应参数化方案,该方案需要考虑气旋阶段的依赖性,类似于湍流中高耗散间歇性事件。