Introduction of new datasets of drought indices based on multivariate methods in semi-arid regions

Drought is a slow and creeping worldwide phenomenon which has adversely affected arid and semi-arid regions of the world. Drought indices like Streamflow Drought Index (SDI) and Standardized Precipitation Index (SPI) offer quantitative methods for combating probable consequences of drought. In this...

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Published inHydrology Research Vol. 49; no. 1; pp. 266 - 280
Main Authors Chitsaz, Nastaran, Hosseini-Moghari, Seyed-Mohammad
Format Journal Article
LanguageEnglish
Published London IWA Publishing 01.02.2018
Subjects
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ISSN0029-1277
1998-9563
2224-7955
DOI10.2166/nh.2017.254

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Abstract Drought is a slow and creeping worldwide phenomenon which has adversely affected arid and semi-arid regions of the world. Drought indices like Streamflow Drought Index (SDI) and Standardized Precipitation Index (SPI) offer quantitative methods for combating probable consequences of drought. In this article, the results of the drought indices trend showed that the case study suffers from hydrological drought more than meteorological drought. The correlation analysis between hydrological and meteorological drought was assessed in monthly and seasonal time scales. To this end, some multivariate techniques were used to summarize the SPI and SDI series of all stations into one new dataset. Three assessment criteria involving higher correlation among drought indices, higher eigenvalue in expansion coefficients, and following fluctuation and variation of original data were used to find the best new datasets and the best multivariate method. Results asserted the superiority of singular value decomposition (SVD) over other multivariate methods. EC1 in the SVD method was able to justify about 80% of the variability in drought indices for monthly time scales, as well as summer and spring for seasonal time series, which followed all fluctuations in original datasets. Therefore, the SVD method is recommended for aggregating drought indices.
AbstractList Drought is a slow and creeping worldwide phenomenon which has adversely affected arid and semi-arid regions of the world. Drought indices like Streamflow Drought Index (SDI) and Standardized Precipitation Index (SPI) offer quantitative methods for combating probable consequences of drought. In this article, the results of the drought indices trend showed that the case study suffers from hydrological drought more than meteorological drought. The correlation analysis between hydrological and meteorological drought was assessed in monthly and seasonal time scales. To this end, some multivariate techniques were used to summarize the SPI and SDI series of all stations into one new dataset. Three assessment criteria involving higher correlation among drought indices, higher eigenvalue in expansion coefficients, and following fluctuation and variation of original data were used to find the best new datasets and the best multivariate method. Results asserted the superiority of singular value decomposition (SVD) over other multivariate methods. EC1 in the SVD method was able to justify about 80% of the variability in drought indices for monthly time scales, as well as summer and spring for seasonal time series, which followed all fluctuations in original datasets. Therefore, the SVD method is recommended for aggregating drought indices.
Author Hosseini-Moghari, Seyed-Mohammad
Chitsaz, Nastaran
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Snippet Drought is a slow and creeping worldwide phenomenon which has adversely affected arid and semi-arid regions of the world. Drought indices like Streamflow...
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Enrichment Source
Index Database
StartPage 266
SubjectTerms Arid zones
Case studies
Climate change
Coefficient of variation
Coefficients
Correlation analysis
Datasets
Decomposition
Drought
Drought index
Hydrologic analysis
Hydrologic drought
Hydrology
Methods
Precipitation
Principal components analysis
Regions
Semi arid areas
Semiarid zones
Singular value decomposition
Standardized precipitation index
Stream discharge
Stream flow
Surface water
Thermal expansion
Time
Variables
Water shortages
Water supply
Title Introduction of new datasets of drought indices based on multivariate methods in semi-arid regions
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