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Technical note: Characterising and comparing different palaeoclimates with dynamical systems theory

机译:技术说明:用动态系统理论表征和比较不同的古生物阶层

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Numerical climate simulations produce vast amounts of high-resolution data. This poses new challenges to the palaeoclimate community – and indeed to the broader climate community – in how to efficiently process and interpret model output. The palaeoclimate community also faces the additional challenge of having to characterise and compare a much broader range of climates than encountered in other subfields of climate science. Here we propose an analysis framework, grounded in dynamical systems theory, which may contribute to overcoming these challenges. The framework enables the characterisation of the dynamics of a given climate through a small number of metrics. These may be applied to individual climate variables or to several variables at once, and they can diagnose properties such as persistence, active number of degrees of freedom and coupling. Crucially, the metrics provide information on instantaneous states of the chosen variable(s). To illustrate the framework's applicability, we analyse three numerical simulations of mid-Holocene climates over North Africa under different boundary conditions. We find that the three simulations produce climate systems with different dynamical properties, such as persistence of the spatial precipitation patterns and coupling between precipitation and large-scale sea level pressure patterns, which are reflected in the dynamical systems metrics. We conclude that the dynamical systems framework holds significant potential for analysing palaeoclimate simulations. At the same time, an appraisal of the framework's limitations suggests that it should be viewed as a complement to more conventional analyses, rather than as a wholesale substitute.
机译:数值气候仿真产生大量的高分辨率数据。这对古藏社区的新挑战 - 以及更广泛的气候社区 - 如何有效地处理和解释模型产出。古典社区还面临着额外的挑战,必须表征和比较比遇到的气候科学的其他小区更广泛的气候范围。在这里,我们提出了一种分析框架,基于动态系统理论,这可能有助于克服这些挑战。该框架通过少量指标,可以表征给定气候的动态。这些可以应用于单个气候变量或一次变量,并且它们可以诊断诸如持久性,自由度程度的持久性和耦合程度的特性。至关重要,指标提供有关所选变量的瞬时状态的信息。为了说明框架的适用性,我们在不同的边界条件下分析了北非全新世中小气候的三个数值模拟。我们发现三种模拟产生具有不同动力学性质的气候系统,例如空间沉淀图案和降水与大规模海平面压力模式之间的耦合,这在动态系统度量中反映出来。我们得出结论,动态系统框架对分析古爱目型模拟的显着潜力。与此同时,对框架的局限性的评估表明它应该被视为更常规分析的补充,而不是作为批发替代品。

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