Multifractal detrended fluctuation analysis of rainfall time series in the Guadeloupe archipelago

IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL Journal of Hydrology Pub Date : 2023-11-01 DOI:10.1016/j.jhydrol.2023.130377
Javier Gómez-Gómez , Thomas Plocoste , Esdra Alexis , Francisco José Jiménez-Hornero , Eduardo Gutiérrez de Ravé , Silvere Paul Nuiro
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Abstract

Due to the vulnerability of the Caribbean islands to the climate change issue, it is important to investigate the behavior of rainfall. In addition, the soil of the French West Indies Islands has been contaminated by an organochlorine insecticide (Chlordecone) whose decontamination is mainly done by drainage water. Thus, it is crucial to investigate the fluctuations of rainfall in these complex environments. In this study, 19 daily rainfall series recorded in different stations of Guadeloupe archipelago from 2005 to 2014 were analyzed with the multifractal detrended fluctuation analysis (MF-DFA) method. The aim of this work is to characterize the long-range correlations and multifractal properties of the time series and to find geographical patterns over the three most important islands: Basse-Terre, Grande-Terre and Marie-Galante. This is the first study that addresses the analysis of multifractal properties of rainfall series in the Caribbean islands. This region is typically characterized by the almost constant influence of the trade winds and a high exposure to changes in the general atmospheric circulation. 12 stations exhibit two different power-law scaling regions in rainfall series, with distinct long-range correlations and multifractal properties for large and small scales. On the contrary, the rest of stations only show a single region of scales for relatively small scales. Hurst exponents reveal persistent long-range correlations which agree with other studies in nearby tropical locations. In the most eastern analyzed areas, larger scales exhibit higher persistence than smaller scales, which suggests a relationship between persistence and the highest exposure to the trade winds. Stronger conclusions can be drawn from multifractal spectra, which indicate that most rainfall series have a multifractal nature with higher complexity and degree of multifractality at the smallest scales. Furthermore, a clear dependence of multifractal nature on the latitude is revealed. All these results showed that MF-DFA is a robust tool to assess the nonlinear properties of environmental time series in a complex area.

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瓜德罗普群岛降雨时间序列的多重分形无趋势波动分析
由于加勒比群岛对气候变化问题的脆弱性,研究降雨的行为是很重要的。此外,法属西印度群岛的土壤受到一种有机氯杀虫剂(十氯酮)的污染,其净化主要由排水完成。因此,研究这些复杂环境下的降雨波动是至关重要的。采用多重分形去趋势波动分析(MF-DFA)方法,对2005 - 2014年瓜德罗普群岛不同站点记录的19个日降水序列进行了分析。这项工作的目的是表征时间序列的长期相关性和多重分形特性,并找到三个最重要的岛屿:Basse-Terre, Grande-Terre和Marie-Galante的地理模式。这是第一个针对加勒比海岛屿降雨序列多重分形特性的分析研究。该区域的典型特征是信风几乎持续不断地影响,并且极易受到大气环流变化的影响。12个站点在降雨序列中表现出两个不同的幂律标度区,在大尺度和小尺度上具有明显的长程相关性和多重分形特征。相反,其余台站在相对较小的比例尺上只显示单一的比例尺区域。赫斯特指数揭示了持久的长期相关性,这与附近热带地区的其他研究一致。在最东部的分析地区,较大的尺度比较小的尺度表现出更高的持久性,这表明持久性与最大的信风暴露之间存在关系。多重分形谱可以得出更有力的结论,表明大多数降雨序列具有多重分形性质,在最小尺度上具有较高的复杂性和多重分形程度。此外,多重分形性质对纬度有明显的依赖性。这些结果表明,MF-DFA是评估复杂地区环境时间序列非线性特性的有力工具。
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来源期刊
Journal of Hydrology
Journal of Hydrology 地学-地球科学综合
CiteScore
11.00
自引率
12.50%
发文量
1309
审稿时长
7.5 months
期刊介绍: The Journal of Hydrology publishes original research papers and comprehensive reviews in all the subfields of the hydrological sciences including water based management and policy issues that impact on economics and society. These comprise, but are not limited to the physical, chemical, biogeochemical, stochastic and systems aspects of surface and groundwater hydrology, hydrometeorology and hydrogeology. Relevant topics incorporating the insights and methodologies of disciplines such as climatology, water resource systems, hydraulics, agrohydrology, geomorphology, soil science, instrumentation and remote sensing, civil and environmental engineering are included. Social science perspectives on hydrological problems such as resource and ecological economics, environmental sociology, psychology and behavioural science, management and policy analysis are also invited. Multi-and interdisciplinary analyses of hydrological problems are within scope. The science published in the Journal of Hydrology is relevant to catchment scales rather than exclusively to a local scale or site.
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