Application of Archimedean copulas to the impact assessment of hydro-climatic variables in semi-arid aquifers of western India

被引:0
|
作者
Wable, Pawan S. [1 ]
Jha, Madan K. [1 ]
机构
[1] IIT Kharagpur, Agr & Food Engn Dept, Kharagpur 721302, W Bengal, India
关键词
Archimedean copulas; Groundwater vulnerability; El Nino-Southern Oscillation (ENSO); Climate change; India; FLOOD FREQUENCY-ANALYSIS; TIME-SERIES; BIVARIATE; VARIABILITY; RECHARGE; DROUGHTS; RIVER;
D O I
10.1007/s10040-017-1636-7
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
The effects of rainfall and the El Nio Southern Oscillation (ENSO) on groundwater in a semi-arid basin of India were analyzed using Archimedean copulas considering 17 years of data for monsoon rainfall, post-monsoon groundwater level (PMGL) and ENSO Index. The evaluated dependence among these hydro-climatic variables revealed that PMGL-Rainfall and PMGL-ENSO Index pairs have significant dependence. Hence, these pairs were used for modeling dependence by employing four types of Archimedean copulas: Ali-Mikhail-Haq, Clayton, Gumbel-Hougaard, and Frank. For the copula modeling, the results of probability distributions fitting to these hydro-climatic variables indicated that the PMGL and rainfall time series are best represented by Weibull and lognormal distributions, respectively, while the non-parametric kernel-based normal distribution is the most suitable for the ENSO Index. Further, the PMGL-Rainfall pair is best modeled by the Clayton copula, and the PMGL-ENSO Index pair is best modeled by the Frank copula. The Clayton copula-based conditional probability of PMGL being less than or equal to its average value at a given mean rainfall is above 70% for 33% of the study area. In contrast, the spatial variation of the Frank copula-based probability of PMGL being less than or equal to its average value is 35-40% in 23% of the study area during El Nio phase, while it is below 15% in 35% of the area during the La Nia phase. This copula-based methodology can be applied under data-scarce conditions for exploring the impacts of rainfall and ENSO on groundwater at basin scales.
引用
收藏
页码:89 / 108
页数:20
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