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    ICESat-2数据监测全国湖泊2018—2022年水位变化

    Monitoring 2018—2022 changes in lake levels across China using ICESat-2 data

    • 摘要: 遥感卫星测高技术可以无接触、大范围地进行对地观测,为缺乏地面水文站的湖泊水位变化监测提供技术支持,ICESat-2激光雷达高度计具有较小的地面足迹和较高的监测精度,在中小型湖泊监测方面具有优势。为此该研究基于ICESat-2 ATL08数据提取了我国1 248个湖泊2018年10月—2022年8月水位数据集,并利用18个湖泊的实测水位数据和36个湖泊的Hydroweb数据开展精度验证;然后,基于我国五大湖区的划分,对观测次数达到4次以上和监测时长大于2 a的957个湖泊的水位变化情况进行了分析。结果表明,ICESat-2提取的湖泊水位与实测水位的均方根误差(root mean square error,RMSE)最低为0.097 m,与Hydroweb数据开展的交叉验证相关系数可达0.95,RMSE最低为0.085 m,ICESat-2水位提取结果有很高的精度和准确性;青藏高原地区湖泊水位呈缓慢上升趋势,西北地区湖泊水位呈较明显的下降趋势,东部地区大型湖泊无明显水位变化趋势,而小型湖泊变化较为剧烈;总体上,全国湖泊水位呈缓慢上升趋势。研究实现了全国湖泊水位的高精度测量和湖泊水位变化监测,可为水资源保护、生态管理、探究湖泊水位与人类活动及气候变化的响应关系等提供科学依据。

       

      Abstract: Satellite altimetry enables non-contact,large-scale Earth observation,providing technical support for monitoring changes in water levels of lakes where there is a lack of ground-based hydrological stations. The ICESat-2 laser altimeter features small footprints and high measurement accuracy,enjoying advantages in monitoring small-to medium-sized lakes. Therefore,this study extracted water level data from October 2018 to August 2022 for 1248 lakes across China based on ICESat-2 ATL08 data. The extracted data were validated using measured water level data from 18 lakes and Hydroweb data from 36 ones. Subsequently,based on the division of China's five major lake regions,this study analyzed variations in water levels of 957 lakes that were observed for over two years in at least four campaigns. The results show that the root mean square errors (RMSEs) between ICESat-2-derived and measured lake levels showed a minimum of 0.097 m. The cross-validation with Hydroweb data yielded a correlation coefficient of 0.95 and a minimum RMSE of 0.085 m. These results demonstrate the high precision and accuracy of the water level retrieval based on the ICESat-2 data. The lake levels on the Tibetan Plateau exhibited a slow rising trend,while those in northwestern China showed a declining trend. In eastern China,the water levels of large lakes displayed no significant variation trend,whereas those of small lakes showed pronounced fluctuations. Overall,the lake levels across China exhibited a gently rising trend. This study achieved high-precision measurement and monitoring of variations in lake levels across China,providing a scientific basis for water resource protection,ecological management,and the exploration of the responses of lake levels to human activities and climate change.

       

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