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Research of snow detection in Northeast China based on MODIS and AMSR-E data

机译:基于MODIS和AMSR-E数据的东北地区降雪检测研究

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Both MODIS data and AMSR-E data can be used to determine snow region. For MODIS data, the snow spectrum characteristics observed in spectral data are usually utilized to detect snow region. For AMSR-E data, the scattering signals observed in multifrequency passive microwave data are often used to determine snow region. Generally, the snow detection result based on MODIS data has better image quality because the spatial resolution of MODIS is higher than that of AMSR-E data. However, the snow detection results using MODIS data are different from the practical results of snow coverage because MODIS data are sensitive to clouds interferences. Compared with MODIS data, AMSR-E data can realize snow detection in most weather conditions for its high penetration capability. As a result, the snow detection results of AMSR-E data are more accurate than that of MODIS data. However, the main drawback of AMSR-E data is the low spatial resolution. Through researching the snow detection methods, the spatial position matching method is proposed to realize the position matching between AMSR-E data and MODIS data. Furthermore, the snow detection results using the two data are combined together to determine snow distribution in Northeast China. The experimental results demonstrate that the proposed method by combination of AMSR-E and MODIS data can get better snow detection results.
机译:MODIS数据和AMSR-E数据均可用于确定降雪区域。对于MODIS数据,通常利用光谱数据中观测到的雪光谱特征来检测雪区。对于AMSR-E数据,通常使用多频无源微波数据中观察到的散射信号来确定雪区。通常,基于MODIS数据的积雪检测结果具有更好的图像质量,因为MODIS的空间分辨率高于AMSR-E数据。但是,由于MODIS数据对云干扰敏感,因此使用MODIS数据进行积雪检测的结果与实际积雪的结果不同。与MODIS数据相比,AMSR-E数据具有很高的穿透能力,可以在大多数天气条件下实现降雪检测。结果,AMSR-E数据的积雪检测结果比MODIS数据的积雪检测结果更准确。但是,AMSR-E数据的主要缺点是空间分辨率低。通过对降雪检测方法的研究,提出了空间位置匹配方法,以实现AMSR-E数据与MODIS数据之间的位置匹配。此外,将这两个数据的积雪检测结果结合在一起,以确定东北地区的积雪分布。实验结果表明,该方法结合AMSR-E和MODIS数据可以取得较好的降雪效果。

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