Regional drought frequency analysis using L-moments and adjusted charged system search

被引:25
作者
Abdi, Amin [1 ]
Hassanzadeh, Yousef [1 ]
Talatahari, Siamak [1 ]
Fakheri-Fard, Ahmad [2 ]
Mirabbasi, Rasoul [3 ]
机构
[1] Univ Tabriz, Dept Civil Engn, Tabriz, Iran
[2] Univ Tabriz, Dept Agr Engn, Tabriz, Iran
[3] Shahrekord Univ, Dept Water Engn, Shahrekord, Iran
关键词
adjusted charged system search; drought; L-moments approach; regional frequency analysis; robust discordancy measure; MULTIVARIATE OUTLIER DETECTION; UNGAUGED SITES; RIVER-BASIN; PRECIPITATION; CLASSIFICATION; DURATION; COPULAS; DESIGN;
D O I
10.2166/hydro.2016.228
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The parameter estimation of statistical distributions is important for regional frequency analysis (RFA). The accuracy of different parts of RFA such as estimating the regional quantiles of the selected statistical distribution, determining the heterogeneity measure, and choosing the best distribution based on the Monte Carlo simulation, may be influenced by using the different values of regional parameters. To fulfill this aim, in the present study, a new model is developed for regional drought frequency analysis. This model utilizes the L-moments approach and the adjusted charged system search as an advanced meta-heuristic algorithm, in which some modifications on the equations of the algorithm are performed to improve its standard variant. The verification of the regional parameters estimated by the new methodology yields accurate results compared to other models. Furthermore, this study illustrates the usefulness of the robust discordancy measure against the classic one. For this purpose, different values of the subset factors (a) are utilized in the robust discordancy measure, and finally, the best value of subset factor is found equal to 0.8, which can accurately recognize discordant sites within the region.
引用
收藏
页码:426 / 442
页数:17
相关论文
共 64 条
[1]   Parameter estimation of copula functions using an optimization-based method [J].
Abdi, Amin ;
Hassanzadeh, Yousef ;
Talatahari, Siamak ;
Fakheri-Fard, Ahmad ;
Mirabbasi, Rasoul .
THEORETICAL AND APPLIED CLIMATOLOGY, 2017, 129 (1-2) :21-32
[2]   Regional bivariate modeling of droughts using L-comoments and copulas [J].
Abdi, Amin ;
Hassanzadeh, Yousef ;
Talatahari, Siamak ;
Fakheri-Fard, Ahmad ;
Mirabbasi, Rasoul .
STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2017, 31 (05) :1199-1210
[3]   Robust Multivariate Outlier Detection Methods for Environmental Data [J].
Alameddine, Ibrahim ;
Kenney, Melissa A. ;
Gosnell, Russell J. ;
Reckhow, Kenneth H. .
JOURNAL OF ENVIRONMENTAL ENGINEERING-ASCE, 2010, 136 (11) :1299-1304
[4]   Long-term SPI drought forecasting in the Awash River Basin in Ethiopia using wavelet neural network and wavelet support vector regression models [J].
Belayneh, A. ;
Adamowski, J. ;
Khalil, B. ;
Ozga-Zielinski, B. .
JOURNAL OF HYDROLOGY, 2014, 508 :418-429
[5]   Drought Analysis Using Copulas [J].
Chen, Lu ;
Singh, Vijay P. ;
Guo, Shenglian ;
Mishra, Ashok K. ;
Guo, Jing .
JOURNAL OF HYDROLOGIC ENGINEERING, 2013, 18 (07) :797-808
[6]   Development of Design Hyetographs for Ungauged Sites Using an Approach Combining PCA, SOM and Kriging Methods [J].
Chen, Lu-Hsien ;
Lin, Gwo-Fong ;
Hsu, Chen-Wang .
WATER RESOURCES MANAGEMENT, 2011, 25 (08) :1995-2013
[7]   Regionalisation of Maximum Annual Runoff Using Hierarchical and Trellis Methods with Topographic Information [J].
Cherif, Rim ;
Bargaoui, Zoubeida .
WATER RESOURCES MANAGEMENT, 2013, 27 (08) :2947-2963
[8]   Validation of an ANN Flow Prediction Model Using a Multistation Cluster Analysis [J].
Demirel, Mehmet C. ;
Booij, Martijn J. ;
Kahya, Ercan .
JOURNAL OF HYDROLOGIC ENGINEERING, 2012, 17 (02) :262-271
[9]   Defining Homogeneous Regions for Streamflow Processes in Turkey Using a K-Means Clustering Method [J].
Dikbas, Fatih ;
Firat, Mahmut ;
Koc, A. Cem ;
Gungor, Mahmud .
ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2013, 38 (06) :1313-1319
[10]   Classification of precipitation series using fuzzy cluster method [J].
Dikbas, Fatih ;
Firat, Mahmut ;
Koc, A. Cem ;
Gungor, Mahmud .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2012, 32 (10) :1596-1603