Conditional Copula-Based Spatial-Temporal Drought Characteristics Analysis-A Case Study over Turkey

被引:27
作者
Afshar, Mahdi Hesami [1 ]
Sorman, Ali Unal [2 ]
Yilmaz, Mustafa Tugrul [1 ]
机构
[1] Middle East Tech Univ, Dept Civil Engn, TR-06800 Ankara, Turkey
[2] Near East Univ, Dept Civil Engn, TR-99138 Mersin, Turkey
关键词
copula; SPI; drought; multivariate; spatial; temporal; FREQUENCY-ANALYSIS; REGIONAL DROUGHT; WATER;
D O I
10.3390/w8100426
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, commonly used copula functions belonging to Archimedean and Elliptical families are fitted to the univariate cumulative distribution functions (CDF) of the drought characteristics duration (LD), average severity (S), and average areal extent (A) of droughts obtained using standardized precipitation index (SPI) between 1960 and 2013 over Ankara, Turkey. Probabilistic modeling of drought characteristics with seven different fitted copula functions and their comparisons with independently estimated empirical joint distributions show normal copula links drought characteristics better than other copula functions. On average, droughts occur with an average LD of 6.9 months, S of 0.94, and A of 73%, while such a drought event happens on average once in every 6.65 years. Results also show a very strong and statistically significant relation between S and A, and drought return periods are more sensitive to the unconditioned drought characteristic, while return periods decrease by adding additional variables to the analysis (i.e., trivariate drought analysis compared to bivariate).
引用
收藏
页数:16
相关论文
共 36 条
[1]  
[Anonymous], 1986, Statistics: Textbooks and Monographs, Vol. 68
[2]   Probabilistic Forecasting of Drought Events Using Markov Chain- and Bayesian Network-Based Models: A Case Study of an Andean Regulated River Basin [J].
Aviles, Alex ;
Celleri, Rolando ;
Solera, Abel ;
Paredes, Javier .
WATER, 2016, 8 (02)
[3]   REGIONAL FREQUENCY-ANALYSIS OF ANNUAL MAXIMUM STREAMFLOW DROUGHT [J].
CLAUSEN, B ;
PEARSON, CP .
JOURNAL OF HYDROLOGY, 1995, 173 (1-4) :111-130
[4]  
De Michele C., 2003, Journal of Geophysical Research, V108, DOI DOI 10.1029/2002JD002534
[5]   Runoff Estimation for an Ungauged Catchment Using Geomorphological Instantaneous Unit Hydrograph (GIUH) and Copulas [J].
Ellouze-Gargouri, Emna ;
Bargaoui, Zoubeida .
WATER RESOURCES MANAGEMENT, 2012, 26 (06) :1615-1638
[6]   Multivariate hydrological frequency analysis using copulas -: art. no. W01101 [J].
Favre, AC ;
El Adlouni, S ;
Perreault, L ;
Thiémonge, N ;
Bobée, B .
WATER RESOURCES RESEARCH, 2004, 40 (01) :W011011-W0110112
[7]   Design hyetograph analysis with 3-copula function [J].
Grimaldi, S ;
Serinaldi, F .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 2006, 51 (02) :223-238
[8]  
Guerrero-Salazar P., 1975, Analysis of Drought Characteristics by the Theory of Runs
[9]   Regional drought distribution model [J].
Henriques, AG ;
Santos, MJJ .
PHYSICS AND CHEMISTRY OF THE EARTH PART B-HYDROLOGY OCEANS AND ATMOSPHERE, 1999, 24 (1-2) :19-22
[10]  
Hofert M., 2012, COPULA MULTIVARIATE