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    基于多源遥感数据的碧流河水库水体面积动态监测

    Dynamic monitoring of water body area in the Biliu River Reservoir based on multi-source remote sensing data

    • 摘要: 卫星监测可以获取水库水体面积动态变化,改变传统地面观测数据匮乏现状。基于水体像素恢复算法对Landsat8、Landsat9、Sentinel-2 等光学卫星受污染图像进行校正并开展自动化水体面积提取,同时引入Sentinel-1 合成孔径雷达卫星且对其进行山体阴影校正以进一步提高水体面积监测时空分辨率。以碧流河水库为例,结果表明:①水体分类增强算法可以有效校正云污染,提高光学影像利用率,碧流河水库光学影像可用张数由36%提高至60%,其总体分类精度高达98.58%;②雷达影像在经过山体阴影校正之后总体分类精度为93.20%,光学影像和雷达遥感影像结合基本可以实现2~7 d高频次水体面积观测;③1984—2023年40年间,碧流河水库水体面积呈增长趋势,变化速率为0.23 km2/a。研究成果可提升缺少观测资料地区水体面积动态监测精度及时空分辨率,为流域水资源管理及调度计划制定提供科学依据。

       

      Abstract: Satellite monitoring can obtain the dynamic changes in the water body area of reservoirs, thereby addressing the shortage of traditional ground observation data.This study employs a water body pixel recovery algorithm to correct contaminated images from optical satellites such as Landsat 8, Landsat 9, and Sentinel-2, and to conduct automated water body area extraction.Additionally, Sentinel-1 synthetic aperture radar satellite data is introduced, with mountain shadow correction applied to further enhance the temporal and spatial resolution of water body area monitoring.Taking the Biliu River Reservoir as an example, the results show that:①The water body classification enhancement algorithm can effectively correct cloud contamination and increase the utilization rate of optical images. The availability of optical images for the Biliu River Reservoir increased from 36% to 60%, with an overall classification accuracy as high as 98.58%; ②After mountain shadow correction, the overall classification accuracy of radar images is 93.20%, and the combination of optical and radar remote sensing images can basically achieve 2~7 d high-frequency observation of water body area; ③Over the nearly 40 years from 1984 to 2023, the water body area of the Biliu River Reservoir has shown an increasing trend, with a rate of change of 0.23 km2/a.The results of the study can improve the accuracy and spatial and temporal resolution of the dynamic monitoring of the water body area in the area lacking observational data, and provide a scientific basis for the management of water resources in the basin and the formulation of scheduling plans.

       

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