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Ground-based evaluation of MODIS snow cover product V6 across China: Implications for the selection of NDSI threshold

机译:中国MODIS积雪产品V6的地面评估:选择NDSI阈值的含义

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摘要

The new MODIS daily NDSI snow cover product version 6 (V6) is released to replace V5 with significant revisions. This study evaluates, for the first time, the accuracy of product V6 across China based on daily snow-depth measurements during 2003-2013 from 279 and 252 stations for Terra and Aqua, respectively. Three schemes of selecting NDSI thresholds for Terra and Aqua were tested and compared including: (1) the locally optimal NDSI threshold, (2) the minimum valid NDSI of 0.1, and (3) the global reference NDSI threshold of 0.4. The mean Cohen's Kappa (CK) of the optimal, minimum and global reference thresholds for Terra (Aqua) are 0.80 (0.60), 0.77 (0.58), 0.72 (0.51), respectively, while snow depth 1 cm. The NDSI threshold of 0.1 is demonstrated to be more reasonable than the threshold of 0.4 for use in China This is also supported by the accuracy comparison conducted for the dear-day snow-cover day calculation. Terra V6 and Terra V5 have comparable accuracies whereas Aqua V6 shows better accuracy than Aqua V5 does. The revised temperature screen algorithm employed in V6 is found to be problematic with large snow commission errors in high altitude stations. Regionally, product V6 presents low CKs of 0.61 and 0.35 for the optimal thresholds of Terra and Aqua in the Tibetan Plateau, which are attributed to its high elevation and relatively small snow depth. This study provides practical implications for use of MODIS snow cover production V6 in China. (C) 2018 Elsevier B.V. All rights reserved.
机译:发行了新的MODIS每日NDSI积雪产品版本6(V6),以对V5进行重大修订。这项研究首次基于2003-2013年每天从Terra和Aqua站点279和252站的积雪日深度测量,评估了中国V6产品的准确性。测试并比较了三种为Terra和Aqua选择NDSI阈值的方案,包括:(1)局部最佳NDSI阈值;(2)最小有效NDSI为0.1;(3)全局参考NDSI阈值为0.4。 Terra(Aqua)的最佳,最小和整体参考阈值的平均Cohen's Kappa(CK)分别为0.80(0.60),0.77(0.58),0.72(0.51),而雪深为1 cm。 NDSI阈值0.1被证明比在中国使用的0.4阈值更合理。这也得到了对亲爱的积雪日计算的准确性比较的支持。 Terra V6和Terra V5的精度相当,而Aqua V6的精度比Aqua V5更好。发现在V6中使用的修改后的温度屏蔽算法在高海拔站中存在较大的降雪委托错误,因此存在问题。就区域而言,对于青藏高原Terra和Aqua的最佳阈值,产品V6的CK较低,分别为0.61和0.35,这归因于其高海拔和相对较小的积雪深度。这项研究为在中国使用MODIS积雪V6提供了实际意义。 (C)2018 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《The Science of the Total Environment》 |2019年第2期|2712-2726|共15页
  • 作者单位

    Chinese Acad Sci, Inst Tibetan Plateau Res, Key Lab Tibetan Environm Changes & Land Surface P, Beijing, Peoples R China;

    Chinese Acad Sci, Inst Tibetan Plateau Res, Key Lab Tibetan Environm Changes & Land Surface P, Beijing, Peoples R China|CAS Ctr Excellence Tibetan Plateau Earth Sci, Beijing, Peoples R China|Univ Chinese Acad Sci, Beijing, Peoples R China;

    Chinese Acad Sci, Inst Tibetan Plateau Res, Key Lab Tibetan Environm Changes & Land Surface P, Beijing, Peoples R China|CAS Ctr Excellence Tibetan Plateau Earth Sci, Beijing, Peoples R China;

    Northwest Inst Ecoenvironm & Resources, Lanzhou, Peoples R China;

    Xinyang Normal Univ, Sch Geog Sci, Xinyang 464000, Peoples R China;

    Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USA;

    Chinese Acad Sci, Inst Tibetan Plateau Res, Key Lab Tibetan Environm Changes & Land Surface P, Beijing, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MODIS snow cover product; Snow depth observation; NDSI threshold; China;

    机译:MODIS积雪产品;雪深观测;NDSI阈值;中国;

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