Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan

Design flood estimation is very important for hydraulic structure design, reservoir operation, and water resources management. During the last few decades, severe flash floods have caused substantial human, agricultural, and economic damages in Pakistan during the Monsoon seasons. However, despite p...

Full description

Bibliographic Details
Main Authors: Muhammad Rizwan, Shenglian Guo, Feng Xiong, Jiabo Yin
Format: Article
Language:English
Published: MDPI AG 2018-11-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/10/11/1603
id doaj-e84f84db19c44c0dbac6d2e7d19061f4
record_format Article
spelling doaj-e84f84db19c44c0dbac6d2e7d19061f42020-11-24T20:44:35ZengMDPI AGWater2073-44412018-11-011011160310.3390/w10111603w10111603Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in PakistanMuhammad Rizwan0Shenglian Guo1Feng Xiong2Jiabo Yin3State Key Laboratory of Water Resources and Hydropower Engineering Science, Hubei Provincial Collaborative Innovative Center for Water Resources Security, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Water Resources and Hydropower Engineering Science, Hubei Provincial Collaborative Innovative Center for Water Resources Security, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Water Resources and Hydropower Engineering Science, Hubei Provincial Collaborative Innovative Center for Water Resources Security, Wuhan University, Wuhan 430072, ChinaState Key Laboratory of Water Resources and Hydropower Engineering Science, Hubei Provincial Collaborative Innovative Center for Water Resources Security, Wuhan University, Wuhan 430072, ChinaDesign flood estimation is very important for hydraulic structure design, reservoir operation, and water resources management. During the last few decades, severe flash floods have caused substantial human, agricultural, and economic damages in Pakistan during the Monsoon seasons. However, despite phenomenal losses, the flood characteristics are rarely investigated. In this paper, flood frequency analysis (FFA) on four major rivers over Pakistan is performed to probe probability distributions (PDs)at the right-tail flood events. For this purpose, (i) we employed ten different probability distributions associating with an L-moments method for constructing FFA models across Pakistan; (ii) we evaluated the best-fit distribution by using goodness-of-fit test and statistical criteria; and finally; (iii) we devised a Monte Carlo simulation to systematically evaluate the robustness of a selected distribution’s fitting performance by using a synthetic data series of different sizes. Our results indicated that generalized Pareto and Weibull emerged as the most viable options for quantifying hydrological quantiles for most of the river basins in Pakistan. Our main findings would provide rich information as references for flood risk assessment and water resource management in Pakistan.https://www.mdpi.com/2073-4441/10/11/1603flood frequency analysisprobability distributionsL-momentMonte Carlo simulationright-tail behavior
collection DOAJ
language English
format Article
sources DOAJ
author Muhammad Rizwan
Shenglian Guo
Feng Xiong
Jiabo Yin
spellingShingle Muhammad Rizwan
Shenglian Guo
Feng Xiong
Jiabo Yin
Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan
Water
flood frequency analysis
probability distributions
L-moment
Monte Carlo simulation
right-tail behavior
author_facet Muhammad Rizwan
Shenglian Guo
Feng Xiong
Jiabo Yin
author_sort Muhammad Rizwan
title Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan
title_short Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan
title_full Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan
title_fullStr Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan
title_full_unstemmed Evaluation of Various Probability Distributions for Deriving Design Flood Featuring Right-Tail Events in Pakistan
title_sort evaluation of various probability distributions for deriving design flood featuring right-tail events in pakistan
publisher MDPI AG
series Water
issn 2073-4441
publishDate 2018-11-01
description Design flood estimation is very important for hydraulic structure design, reservoir operation, and water resources management. During the last few decades, severe flash floods have caused substantial human, agricultural, and economic damages in Pakistan during the Monsoon seasons. However, despite phenomenal losses, the flood characteristics are rarely investigated. In this paper, flood frequency analysis (FFA) on four major rivers over Pakistan is performed to probe probability distributions (PDs)at the right-tail flood events. For this purpose, (i) we employed ten different probability distributions associating with an L-moments method for constructing FFA models across Pakistan; (ii) we evaluated the best-fit distribution by using goodness-of-fit test and statistical criteria; and finally; (iii) we devised a Monte Carlo simulation to systematically evaluate the robustness of a selected distribution’s fitting performance by using a synthetic data series of different sizes. Our results indicated that generalized Pareto and Weibull emerged as the most viable options for quantifying hydrological quantiles for most of the river basins in Pakistan. Our main findings would provide rich information as references for flood risk assessment and water resource management in Pakistan.
topic flood frequency analysis
probability distributions
L-moment
Monte Carlo simulation
right-tail behavior
url https://www.mdpi.com/2073-4441/10/11/1603
work_keys_str_mv AT muhammadrizwan evaluationofvariousprobabilitydistributionsforderivingdesignfloodfeaturingrighttaileventsinpakistan
AT shenglianguo evaluationofvariousprobabilitydistributionsforderivingdesignfloodfeaturingrighttaileventsinpakistan
AT fengxiong evaluationofvariousprobabilitydistributionsforderivingdesignfloodfeaturingrighttaileventsinpakistan
AT jiaboyin evaluationofvariousprobabilitydistributionsforderivingdesignfloodfeaturingrighttaileventsinpakistan
_version_ 1716816949865873408