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Spring thaw classification based on AMSR-E brightness temperature in the central Tibetan Plateau

机译:基于AMSR-E亮度温度的春季解冻分类在藏高原高原中的亮度温度

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摘要

Changes in soil freeze/thaw dynamics in the Tibetan Plateau (TP) had significant influences on regional hydrology and ecosystem processes. We developed an algorithm to detect spring thaw onset in the central TP using microwave brightness temperature (T-b) data. We assumed that the T(b)at lower frequencies is more sensitive to changes in soil freeze/thaw status, while the T(b)at higher frequencies is subjected more to scattering effects of snow cover and vegetation. Therefore, the standard deviation of brightness temperature at 6-GHz horizontal polarization was used to detect soil F/T status, and a scattering index based on higher frequencies was used to constrain the scattering effects of snow cover. The algorithm was calibrated and validated with surface ground temperature and daily minimum air temperature. Results showed that our algorithm had a mean bias of 3.7 similar to 17.6 days and a RMSE of 7.5 similar to 19.7 days, and this method behaved better than the previous one based on all-frequency standard deviation of microwave T-b, which had a mean bias of 8.3 V 41.2 days and a RMSE of 13.4 similar to 27.6 days. Further validation is needed over more extensive area with diverse surface conditions.
机译:藏高原(TP)土壤冻结/解冻动力学的变化对区域水文和生态系统过程具有重大影响。我们开发了一种使用微波亮度温度(T-B)数据来检测中央TP中的弹簧解冻发作的算法。我们假设较低频率下的T(B)对土壤冻结/解冻状态的变化更敏感,而较高频率的T(B)越来越多地对雪覆盖和植被的散射效应。因此,使用6GHz水平极化下亮度温度的标准偏差来检测土壤F / T状态,并且基于较高频率的散射指数用于约束雪覆盖的散射效果。校准并验证算法,验证了表面地面温度和每日最小气温。结果表明,我们的算法具有3.7的平均偏差,类似于17.6天,并且类似于19.7天的RMSE,并且该方法基于微波TB的全频标准偏差表现优于前一个标准,这具有平均偏差8.3 v 41.2天和33.4的RMSE类似于27.6天。在具有不同表面状况的更广泛的区域中需要进一步验证。

著录项

  • 来源
    《International journal of remote sensing》 |2019年第18期|6542-6552|共11页
  • 作者单位

    Sichuan Univ State Key Lab Hydraul & Mt River Chengdu 610065 Sichuan Peoples R China;

    Sichuan Univ State Key Lab Hydraul & Mt River Chengdu 610065 Sichuan Peoples R China;

    Sichuan Univ State Key Lab Hydraul & Mt River Chengdu 610065 Sichuan Peoples R China;

    Natl Satellite Meteorol Ctr Beijing Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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