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DOI10.1109/TGRS.2014.2364823
An Algorithm Based on the Standard Deviation of Passive Microwave Brightness Temperatures for Monitoring Soil Surface Freeze/Thaw State on the Tibetan Plateau
Han, Menglei; Yang, Kun; Qin, Jun; Jin, Rui; Ma, Yaoming; Wen, Jun; Chen, Yingying; Zhao, Long; Zhu, La; Tang, Wenjun
通讯作者Han, ML (通讯作者)
发表日期2015
ISSN0196-2892
EISSN1558-0644
起始页码2775
结束页码2783
卷号53期号:5
英文摘要The land surface on the Tibetan Plateau (TP) experiences diurnal and seasonal freeze/thaw processes that play important roles in the regional water and energy exchanges, and passive microwave satellites provide opportunities to detect the soil state for this region. With the support of three soil moisture and temperature networks on the TP, a dual-index microwave algorithm with Advanced Microwave Scanning Radiometer-Earth Observing System data is developed for the detection of soil surface freeze/thaw state. One index is the standard deviation index (SDI) of brightness temperature (TB), which is defined as the standard deviation of horizontally polarized brightness temperatures at 6.9, 10.7, 18.7, 23.8, 36.5, and 89.0 GHz. It is the major index and is used to reflect the reduction of liquid water content after soils get frozen. The other index is the 36.5-GHz vertically polarized brightness temperature (TB36.5V), which is linearly correlated with ground temperature. The threshold values of the two indices (SDI and TB36.5V) are determined with one grid from the network located in a semiarid climate, and the algorithm is validated with other grids from the same network. Further validations are conducted based on the other two networks located in different climates (semihumid and arid, respectively). Results show that the classification accuracy using this algorithm is more than 90% for the semihumid and semiarid regions, and misclassifications mainly occur at the transition period between unfrozen and frozen seasons. Nevertheless, the algorithm has limited capability in identifying the soil surface freeze/thaw state in the arid region because the microwave signals can penetrate deep dry soils and thus embody the bulk information beyond the surface layer.
关键词MOISTURESATELLITERADIOBRIGHTNESSVALIDATIONNETWORKSYSTEMMODEL
英文关键词Advanced Microwave Scanning Radiometer-Earth Observing System (AMSR-E); classification; soil surface freeze/thaw; Tibetan Plateau (TP)
语种英语
WOS研究方向Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
WOS类目Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
WOS记录号WOS:000351063100038
来源期刊IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
来源机构中国科学院青藏高原研究所
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/258551
推荐引用方式
GB/T 7714
Han, Menglei,Yang, Kun,Qin, Jun,et al. An Algorithm Based on the Standard Deviation of Passive Microwave Brightness Temperatures for Monitoring Soil Surface Freeze/Thaw State on the Tibetan Plateau[J]. 中国科学院青藏高原研究所,2015,53(5).
APA Han, Menglei.,Yang, Kun.,Qin, Jun.,Jin, Rui.,Ma, Yaoming.,...&Tang, Wenjun.(2015).An Algorithm Based on the Standard Deviation of Passive Microwave Brightness Temperatures for Monitoring Soil Surface Freeze/Thaw State on the Tibetan Plateau.IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,53(5).
MLA Han, Menglei,et al."An Algorithm Based on the Standard Deviation of Passive Microwave Brightness Temperatures for Monitoring Soil Surface Freeze/Thaw State on the Tibetan Plateau".IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 53.5(2015).
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