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青藏高原FY-3C卫星积雪产品评估
The evaluation of FY-3C snow products in the Tibetan Plateau
【摘要】 选取2018年10月1日—2019年4月30日作为积雪研究期,利用青藏高原地区118个气象台站的积雪观测数据,对风云三号C星(FY-3C)多仪器融合的雪盖(multi-sensor synergy snow cover,MULSS_SNC)和微波成像仪的雪水当量(microwave radiation imager snow water equivalent,MWRIX_SWE)产品进行评估,以了解产品的区域可靠性。结果表明:MULSS_SNC和MWRIX_SWE雪盖判识准确率分别为87.18%和72.32%,召回率分别为66.67%和49.63%,误判率分别为12.81%和27.68%,漏判率分别为33.33%和50.37%;对于积雪混合像元或积雪深度不足0.5 cm的卫星像元,MULSS_SNC和MWRIX_SWE都倾向于无雪判识,1 cm以下雪盖漏判率高达60%以上; MULSS_SNC在积雪深度达2 cm以上时,召回率可达到89.09%,而MWRIX_SWE产品在积雪深度达5 cm以上时,积雪判识召回率才达到63.37%。MWRIX_SWE反演的青藏高原地区雪深与地面观测值误差很大,不存在线性正相关关系,不建议直接使用。
【Abstract】 In order to understand the regional reliability of the Fengyun-3 C (FY-3 C) satellite snow products,the authors used the snow cover data of 118 meteorological stations in the Tibetan Plateau from October 1,2018 to April 30,2019 to evaluate the snow cover (MULSS_SNC) and snow water equivalent (MWRIX_SWE) products.The results show that,for snow cover pixels of MULSS_SNC and MWRIX_SWE,the accuracy rate is 87. 18% and 72. 32% respectively,the recall rate is 66. 67% and 49. 63% respectively,the false rate is 12. 81% and 27. 68% respectively,and the missing rate is 33. 33% and 50. 37% respectively. In terms of mixed pixels or pixels with snow depth less than 0. 5 cm,both MULSS_SNC and MWRIX_SWE tend to identify with no snow,and the missing rate of snow depth less than 1 cm is up to 60%. When the snow depth of MULSS_SNC is more than 2 cm,the recall rate can reach 89. 09%. However,for MWRIX_SWE,only when the snow depth is more than 5 cm can the snow recall rate reach 63. 37%. The snow depth in the Tibetan Plateau from MWRIX_SWE has a large error with ground observations,and there is no linear positive correlation,so it is not recommended to use it directly.
【Key words】 MULSS_SNC; MWRIX_SWE; evaluation; Tibetan Plateau;
- 【文献出处】 国土资源遥感 ,Remote Sensing for Land & Resources , 编辑部邮箱 ,2021年01期
- 【分类号】P412.27
- 【被引频次】2
- 【下载频次】244