基于Sentinel-2图像和地理信息系统的伊拉克东部哈姆林湖地表水变化和水资源枯竭

H. J. Jumaah, M. H. Ameen, B. Kalantar
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引用次数: 1

摘要

由于气候和政治条件,伊拉克的湖泊和河流目前面临干旱。本研究利用卫星影像和地理信息系统,展示了咸林湖的水资源枯竭和地表水面积的变化。利用2018年和2022年的Sentinel-2图像分析了地表水面积变化和水资源枯竭。通过分别研究2018年和2022年的变化,进行了比较。此外,利用支持向量机算法实现了一种监督分类技术。此外,基于2017 - 2022年Sentinel-2遥感影像和正常差水指数(NDWI),确定了哈姆林湖的收缩。研究结果显示,该湖的地表水面积发生了极端变化,在研究年份减少了73%,并在2022年转为陆地。根据合成的地图,湖的形状从北到东南有明显的变化,这是最大的退缩发生的地方。2018年表层水体面积为144 km2, 2022年减少至39 km2,主要集中在湖泊西部。此外,该湖的容量已达到2.34亿立方米,其水量很少,而其容量超过20亿立方米。湖中水位的急剧下降表明流入湖中的水量少于从湖中流出的水量,特别是由于缺少雨水。除了干旱,周边国家已经采取措施改变河道,切断一些河流,修建水坝,所有这些都是额外的影响因素,需要迅速干预和行动,以防止湖泊完全干涸。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Surface Water Changes and Water Depletion of Lake Hamrin, Eastern Iraq, Using Sentinel-2 Images and Geographic Information Systems
Iraq’s lakes and rivers are currently exposed to drought because of climatic and political conditions. This study uses satellite images and geographic information systems to display the water depletion and the change in the surface water area of Hamrin Lake. Sentinel-2 imagery of 2018 and 2022 was used to analyze the surface water area changes and water depletion. A comparison was made by studying the changes that happened between 2018 and 2022 respectively. Moreover, a supervised classification technique was implemented using the Support Vector Machine algorithm (SVM). Besides the shrinkage of Hamrin Lake was determined based on 2017 to 2022 Sentinel-2 images and the Normal Difference Water Index (NDWI). Findings showed an extreme change occurred in the surface water area of the lake, which had decreased by 73% in study years and changed to land in 2022. Based on the resultant maps clear alteration is notable in the shape of the lake from north to southeast where the maximum retraction occurred. The surface water area was 144 km2 in 2018 which decreased to 39 km2 in 2022 and was concentrated in the western part of the lake. Besides, the lake's capacity has become 234 million cubic meters, and the amount of water in it is very little while its capacity is more than two billion cubic meters. This sharp drop in the water level in the lake indicates that what is flowing to the lake is less than what is released from it, especially due to the lack of rain. In addition to the drought, the neighboring countries have taken measures to change courses, cut off some rivers, and build dams, all of which are additional influential factors that impose quick intervention and action to prevent the lake from drying out completely.
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