Nonlinear time series analysis of coastal temperatures and El Niño–Southern Oscillation events in the eastern South Pacific

Berenice Rojo-Garibaldi, Manuel Contreras-López, Simone Giannerini, David Alberto Salas-de-León, Verónica Vázquez-Guerra, Julyan H. E. Cartwright
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Abstract

Abstract. We carry out a nonlinear time series analysis motivated by dynamical systems theory to investigate the links between temperatures on the eastern South Pacific coast, influenced by the Humboldt Current System, and El Niño–Southern Oscillation (ENSO) events. To this aim, we use a set of 16 oceanic and atmospheric temperature time series from Chilean coastal stations distributed between 18 and 45∘ S. The spectral analysis indicates periodicities that can be related to both internal and external forcing, involving not only ENSO, but also the Pacific Decadal Oscillation, the Southern Annual Mode, the Quasi-Biennial Oscillation and the lunar nodal cycle. The asymptotic neural network test for chaos based on the largest global Lyapunov exponent indicates that the temperature dynamics along the Chilean coast is not chaotic. We use local Lyapunov exponents to characterize the short-term stability of the series. Using a cross-entropy test, we find that two stations in northern Chile, one oceanic (Iquique) and one atmospheric (Arica), present a significant positive cross-dependence between local Lyapunov exponents and ENSO. Iquique is the station that presents the greater number of regional characteristics and correlates with ENSO differently from the rest. The unique large-scale study area, combined with time series from hitherto unused sources (Chilean naval records), reveals the nonlinear dynamics of climate variability in Chile.
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南太平洋东部沿海温度与El Niño-Southern涛动事件的非线性时间序列分析
摘要本文运用动力系统理论对洪堡流影响下的南太平洋东部海岸温度与El Niño-Southern涛动(ENSO)事件之间的关系进行了非线性时间序列分析。为此,我们使用了分布在18到45°s之间的智利沿海气象站的一组16个海洋和大气温度时间序列。光谱分析表明,这些周期可能与内部和外部强迫有关,不仅涉及ENSO,还涉及太平洋年代际涛动、南方年模态、准两年代际涛动和月球交点周期。基于最大全局Lyapunov指数的混沌渐近神经网络检验表明,智利沿海的温度动力学不是混沌的。我们使用局部Lyapunov指数来表征序列的短期稳定性。通过交叉熵检验,我们发现智利北部的两个台站,一个是海洋(伊基克),一个是大气(阿里卡),在当地的Lyapunov指数和ENSO之间存在显著的正交叉依赖。伊基克是表现出更多区域特征的台站,与ENSO的相关性不同于其他台站。独特的大规模研究区域,结合迄今未使用的资料(智利海军记录)的时间序列,揭示了智利气候变率的非线性动态。
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