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Risk Assessment of Droughts in Gujarat Using Bivariate Copulas

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Title Risk Assessment of Droughts in Gujarat Using Bivariate Copulas
 
Creator GANGULI, P
REDDY, MJ
 
Subject Drought
Standardized precipitation index
Copulas
Hydrological extremes
Tail dependence
EXTREME-VALUE DISTRIBUTION
FLOOD FREQUENCY-ANALYSIS
RECURRENCE ANALYSIS
RANDOM-VARIABLES
INDEX RDI
DISTRIBUTIONS
DEPENDENCE
MODEL
SEVERITY
 
Description This study presents risk assessment of hydrologic extreme events droughts in Saurashtra and Kutch region of Gujarat state, India. Drought is a recurrent phenomenon and risk assessment of droughts can play an important role in proper planning and management of water resources in the study region. In the study, drought events are characterized by severity and duration, and drought occurrences are modeled by Standardized Precipitation Index (SPI) computed on mean areal precipitation, aggregated at a time scale of 6 months for the period 1900-2008. After evaluating several distribution functions, drought variable-severity is best described by non-parametric kernel density, whereas duration is best fitted by exponential distribution. Considering the extreme nature of drought variables, the upper tail dependence copula families including two Archimedean-Gumbel-Hougaard, BB1 and one elliptical-Student's t copulas are evaluated for modeling joint distribution of drought variables. On evaluating their performance using various goodness-of-fit measures, Gumbel-Hougaard copula is found to be the best performing copula in modeling the joint dependence structure of drought variables. Also, while comparing with traditional bivariate distributions, the copula based distributions are resulted in better performance as compared to bivariate log-normal and the logistic model for bivariate extreme value distributions. Then joint and conditional return periods of drought characteristics are derived, which can be helpful for risk based planning and management of water resources systems in the study region.
 
Publisher SPRINGER
 
Date 2014-10-16T13:51:41Z
2014-10-16T13:51:41Z
2012
 
Type Article
 
Identifier WATER RESOURCES MANAGEMENT, 26(11)3301-3327
0920-4741
1573-1650
http://dx.doi.org/10.1007/s11269-012-0073-6
http://dspace.library.iitb.ac.in/jspui/handle/100/15712
 
Language en