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利用地理空间和多元统计分析集成的洪水易发性制图——以伊拉克北部埃尔比勒地区为例

Flood susceptibility mapping utilizing the integration of geospatial and multivariate statistical analysis, Erbil area in Northern Iraq as a case study.

作者信息

Ahmed Alaa, Al Maliki Ali, Hashim Bassim, Alshamsi Dalal, Arman Hasan, Gad Ahmed

机构信息

Geosciences Department, United Arab Emirates University, 15551, Al Ain, United Arab Emirates.

National Water and Energy Center, United Arab Emirates University, 15551, Al Ain, United Arab Emirates.

出版信息

Sci Rep. 2023 Jul 24;13(1):11919. doi: 10.1038/s41598-023-39290-4.

DOI:10.1038/s41598-023-39290-4
PMID:37488264
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10366121/
Abstract

Climate extreme events such as floods and droughts in any area have a significant impact on human life, infrastructure, agriculture, and the economy. In the last two years, flash floods caused by heavy rainstorms have become frequent and destructive in many catchments in Northern Iraq. The present study aims to examine flash floods in the Erbil region, Northern Iraq using Remote sensing (RS), Geographic Information System (GIS), and Principal Component Analysis (PCA) for geomorphic data. PCA results revealed that 12 geomorphic parameters exhibited a significant correlation with two different statistical components. To facilitate practical application, ranks are assigned based on the calculated parameters for flood susceptibility mapping. Out of the 24 basins in the current study, three basins (16, 3, and 14) have the highest geomorphometric values (36-39), indicating the zone most susceptible to flash floods and making up a maximum area of 38.58% of the studied region. Six basins (4, 8, 9, 10, 12, and 15), which have geomorphometric values between 30 and 35 and cover a land area of 27.86%, are the most moderately vulnerable to floods. The remaining basins, which make up 33.47% of the research, are occasionally subject to floods and have geomorphometric scores below 30. The precision of the flood susceptibility mapping was validated using the bifurcation ratio and drainage density relationship as well as past flood damages, such as economic losses and human casualties. Most of the recorded injuries and fatalities took place in areas that were particularly prone to severe past flooding. Additionally, the investigation revealed that 44.56% of all populated areas are located in extremely vulnerable basins. The findings demonstrate a notable correlation between the identified flood-susceptible areas and the occurrence of past flood damage.

摘要

任何地区的洪水和干旱等极端气候事件都会对人类生活、基础设施、农业和经济产生重大影响。在过去两年中,暴雨引发的山洪在伊拉克北部的许多集水区变得频繁且具有破坏性。本研究旨在利用遥感(RS)、地理信息系统(GIS)和主成分分析(PCA)对地貌数据进行分析,以研究伊拉克北部埃尔比勒地区的山洪。主成分分析结果显示,12个地貌参数与两个不同的统计成分具有显著相关性。为便于实际应用,根据计算出的参数为洪水易发性制图分配等级。在本研究的24个流域中,有三个流域(16、3和14)具有最高的地貌测量值(36 - 39),表明这些区域最易发生山洪,占研究区域的最大面积为38.58%。六个流域(4、8、9、10、12和15)的地貌测量值在30到35之间,覆盖陆地面积的27.86%,是洪水最中度易受影响的区域。其余流域占研究的33.47%,偶尔会遭受洪水,其地貌测量得分低于30。利用分叉比和排水密度关系以及过去的洪水损失(如经济损失和人员伤亡)对洪水易发性制图的精度进行了验证。大多数记录在案的受伤和死亡事件发生在过去特别容易发生严重洪水的地区。此外,调查显示,所有人口居住区的44.56%位于极易受影响的流域。研究结果表明,确定的洪水易受影响地区与过去洪水灾害的发生之间存在显著相关性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/34442951b414/41598_2023_39290_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/82ee0f6e56f1/41598_2023_39290_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/a62ee6834c38/41598_2023_39290_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/6bc1fcc0338d/41598_2023_39290_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/316ee7d1f14f/41598_2023_39290_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/870e3e63b177/41598_2023_39290_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/34442951b414/41598_2023_39290_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/82ee0f6e56f1/41598_2023_39290_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/a62ee6834c38/41598_2023_39290_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/6bc1fcc0338d/41598_2023_39290_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/316ee7d1f14f/41598_2023_39290_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/870e3e63b177/41598_2023_39290_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5883/10366121/34442951b414/41598_2023_39290_Fig6_HTML.jpg

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