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近十年黄河流域地表水面积时空变化与影响因素分析

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利用遥感技术研究多年来黄河流域地表水体的时空变化情况,对流域生态文明建设和高质量发展具有重要的现实意义.基于Google Earth Engine获取Landsat-8卫星影像,采用随机森林分类法批量生产得到2013-2022年各季度地表水数据集.从时间尺度、空间尺度动态监测黄河流域地表水面积季节性变化趋势与特征,同时探讨了黄河流域地表水面积变化的影响因素.研究表明:近十年黄河流域地表水面积在时间尺度上呈现出缓慢增加的趋势,且存在明显的季节性差异.在空间尺度上呈现出"中部少,四周多"的分布特征.上游区域受气候与人类活动等多重因素影响,地表水面积变化与气候因素相关性相对较小;中下游区域地表水面积与降水量、地表温度均呈正相关.
Spatial-Temporal Changes and Influencing Factors of Surface Water in the Yellow River Basin in Recent 10 Years
Utilizing remote sensing technology to investigate the spatiotemporal changes of surface water bodies in the Yellow River Basin over the years holds significant practical significance for the development of ecological civilization and high-quality growth in the basin.This study was based on Google Earth Engine to acquire Landsat-8 satellite imagery and utilizes the random forest classification method for efficient production of quarterly surface water datasets from 2013 to 2022.By dynamically monitor-ing the seasonal trends and characteristics of surface water area in the Yellow River Basin at both temporal and spatial scales,it also delved into the factors influencing the changes in surface water area.The findings of the research indicate that over the past decade,there has been a gradual upward trend in surface water area in the Yellow River Basin at the temporal scale,accompa-nied by noticeable seasonal disparities.At the spatial scale,a distinct distribution pattern emerges,characterized by"less in the central region and more in the surrounding areas".The upstream region is influenced by a multitude of factors such as climate conditions and human activities,with surface water area changes showing relatively weak correlation with climate factors.Con-versely,in the middle and downstream regions,surface water area exhibits a positive correlation with both precipitation levels and surface temperature.

Yellow River Basinsurface waterGoogle Earth EngineRandom Forestspatial-temporal changesinfluencing factors

鲍怡、胡春春、王喆、张镇、孟令奎

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武汉大学遥感信息工程学院,湖北武汉 430079

武汉大学测绘学院,湖北武汉 430079

黄河流域 地表水 Google Earth Engine 随机森林 时空变化 影响因素

2024

水文
水利部水文局 水利部水利信息中心

水文

CSTPCD北大核心
影响因子:0.742
ISSN:1000-0852
年,卷(期):2024.44(5)