期刊
MATHEMATICS
卷 9, 期 21, 页码 -出版社
MDPI
DOI: 10.3390/math9212656
关键词
rainfall data; time series; long-range dependence; Higuchi fractal dimension; Hurst exponent; clustering; climate; Koppen climate classification; Monterrey Metropolitan Area (MMA)
类别
资金
- Tecnologico Nacional de Mexico/Instituto Tecnologico de Nuevo Leon
This paper analyzed historical data from 17 weather stations in the Rio Bravo-San Juan Basin, Mexico, using the Higuchi fractal dimension and Hurst exponent. The results showed a better correlation between the climate of each station and the Higuchi fractal dimension compared to the Hurst exponent, indicating a relationship between aridity and rainfall persistency. These findings can help improve climatological models in the study region.
When conducting an analysis of nature's time series, such as meteorological ones, an important matter is a long-range dependence to quantify the global behavior of the series and connect it with other physical characteristics of the region of study. In this paper, we applied the Higuchi fractal dimension and the Hurst exponent (rescaled range) to quantify the relative trend underlying the time series of historical data from 17 of the 34 weather stations located in the Rio Bravo-San Juan Basin, Mexico; these data were provided by the National Water Commission CONAGUA) in Mexico. In this way, this work aims to perform a comparative study about the level of persistency obtained by using the Higuchi fractal dimension and Hurst exponent for each station of the basin. The comparison is supported by a climate clustering of the stations, according to the Koppen classification. Results showed a better fitting between the climate of each station and its Higuchi fractal dimension obtained than when using the Hurst exponent. In fact, we found that the more the aridity of the zone the more the persistency of rainfall, according to Higuchi's values. In turn, we found more relation between the Hurst exponent and the accumulated amount of rainfall. These are relations between the climate and the long-term persistency of rainfall in the basin that could help to better understand and complete the climatological models of the study region. Trends between the fractal exponents used and the accumulated annual rainfall were also analyzed.
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