Long-term detection and spatiotemporal variation analysis of open-surface water bodies in the Yellow River Basin from 1986 to 2020

IF 8.2 1区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Yangchengsi Zhang , Jiaqiang Du , Long Guo , Shifeng Fang , Jing Zhang , Bingqing Sun , Jialin Mao , Zhilu Sheng , Lijuan Li
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引用次数: 4

Abstract

Accurately investigating long-term information about open-surface water bodies can contribute to water resource protection and management. However, due to the limits of big-data calculations for remote sensing, there has been no specific study on the long-term changes in the water bodies in the Yellow River Basin. Thus, in this study, we developed a new combined extraction rule to build an entire annual-scale open-surface water body dataset for 1986–2020 with excellent effectiveness in eliminating the interference of shadows in the Yellow River Basin using all of the available Landsat images. For the first time, the spatial distribution, change trends, conversion processes, and the heterogeneity of the surface water bodies in the Yellow River Basin were analyzed comprehensively to the best of our knowledge. The extraction results had an overall accuracy of 99.70 % and a kappa coefficient of 0.90, which were validated using 34,073 verification points selected on high-resolution Google Earth images and random Landsat images. The total area of water bodies initially decreased (1986–2000) and then increased (2001−2020); however, only the size of the permanent water bodies increased in most areas, while the size of most of the seasonal water bodies decreased. In regions with human-made water bodies, the non-water areas were substantially converted to seasonal and permanent water bodies; however, in areas with natural water bodies, many permanent and seasonal water bodies were gradually converted to non-water areas. Thus, most of the increases in the water bodies occurred in the form of artificial lakes and reservoirs, while most of the decreases in the water body area occurred in natural wetlands and lakes. The areas of both the permanent and seasonal water bodies were positively correlated with precipitation, but only the area of the seasonal water bodies was negatively correlated with temperature.

Abstract Image

1986 - 2020年黄河流域开放地表水体长期探测及时空变化分析
准确调查地表水体的长期信息有助于水资源的保护和管理。然而,由于遥感大数据计算的限制,目前还没有针对黄河流域水体长期变化的具体研究。因此,在本研究中,我们开发了一种新的组合提取规则,用于利用所有可用的Landsat图像构建1986-2020年整个年尺度的开放地表水体数据集,该数据集在消除黄河流域阴影干扰方面具有出色的效果。首次综合分析了黄河流域地表水体的空间分布、变化趋势、转换过程和非均质性。在高分辨率Google Earth图像和随机Landsat图像上选择34,073个验证点进行验证,提取结果的总体精度为99.70%,kappa系数为0.90。水体总面积呈先减少后增加的趋势(1986 ~ 2000年);然而,大部分地区只有永久性水体的规模增加,而大部分季节性水体的规模减少。在有人工水体的地区,非水体基本上转化为季节性和永久性水体;而在有天然水体的地区,许多永久性和季节性水体逐渐转变为非水体。因此,水体面积的增加多以人工湖和水库的形式出现,而水体面积的减少多以天然湿地和湖泊的形式出现。永久水体和季节性水体面积与降水量均呈正相关,季节性水体面积与气温呈负相关。
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来源期刊
Science of the Total Environment
Science of the Total Environment 环境科学-环境科学
CiteScore
17.60
自引率
10.20%
发文量
8726
审稿时长
2.4 months
期刊介绍: The Science of the Total Environment is an international journal dedicated to scientific research on the environment and its interaction with humanity. It covers a wide range of disciplines and seeks to publish innovative, hypothesis-driven, and impactful research that explores the entire environment, including the atmosphere, lithosphere, hydrosphere, biosphere, and anthroposphere. The journal's updated Aims & Scope emphasizes the importance of interdisciplinary environmental research with broad impact. Priority is given to studies that advance fundamental understanding and explore the interconnectedness of multiple environmental spheres. Field studies are preferred, while laboratory experiments must demonstrate significant methodological advancements or mechanistic insights with direct relevance to the environment.
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