合成孔径雷达
遥感
图像分辨率
环境科学
辐射计
光谱辐射计
永久冻土
中分辨率成像光谱仪
地质学
计算机科学
卫星
反射率
物理
工程类
光学
航空航天工程
人工智能
海洋学
作者
Xin Zhou,Junxiong Zhou,Qinghua Xie,Zhengjia Zhang,Qihao Chen,Xiuguo Liu
标识
DOI:10.1109/lgrs.2022.3152864
摘要
The freeze/thaw (F/T) state of the soil is an essential indicator for permafrost monitoring. However, current soil F/T products with a coarse spatial resolution (>1 km) have limited their use on a fine scale. In this letter, a new approach integrating two microwave sensors [i.e., Sentinel-1 and advanced microwave scanning radiometer 2 (AMSR-2)] is developed to identify the soil F/T state at a spatial resolution of 10 m in the Qinghai-Tibet engineering corridor (QTEC). Using a linear regression model to integrate the coarse AMSR-2 data with the finer Moderate Resolution Imaging Spectroradiometer (MODIS) land surface temperature (LST), the frozen frequency product at a 1-km resolution can be obtained. Then, the high-spatial-resolution F/T map based on Sentinel-1 synthetic aperture radar (SAR) time-series images can be produced using the threshold extracted from each pixel of frozen-frequency products. We tested soil F/T results via both visual and quantitative evaluations. The overall accuracy of the 10-m soil F/T map achieves 84.63% and 77.09% for ascending and descending orbits based on four meteorological stations, respectively.
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