期刊
APPLIED WATER SCIENCE
卷 12, 期 9, 页码 -出版社
SPRINGER HEIDELBERG
DOI: 10.1007/s13201-022-01722-3
关键词
Innovative trend methodology; Hybrid methods; Hilbert Huang transform; Wet; Dry; Algeria
In this study, the Innovative Trend Methodology (ITM) was combined with Hilbert Huang transform (HHT) to propose new hybrid methods. These methods were compared with DWT-based methods and applied to rainfall data from three basins in Northern Algeria. The results revealed different rainfall trends in the region.
In this paper, the Innovative Trend Methodology (ITM) and their inspired approaches, i.e., Double (D-ITM) and Triple (T-ITM), were combined with Hilbert Huang transform (HHT) time frequency-based method. The new hybrid methods (i.e., ITM-HHT, D-ITM-HHT, and T-ITM-HHT) were proposed and compared to the DWT-based methods in order to recommend the best method. Three total annual rainfall time series from 1920 to 2011 were selected from three hydrological basins in Northern Algeria. The new combined models (ITM-HHT, D-ITM-HHT, and T-ITM-HHT) revealed that the 1950-1975 period has significant wet episodes followed by a long-term drought observed in the western region of Northern Algeria, while Northeastern Algeria presented a wet period since 2001. The proposed approaches successfully detected, in a visible manner, hidden trends presented in the signals, which proves that the removal of some modes of variability from the original rainfall signals can increase the accuracy of the used approaches.
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