Impact of Channel Selection with Different Bandwidths on Retrieval at 50-60 GHz

被引:0
|
作者
Zhang, Minjie [1 ,2 ]
Ma, Gang [3 ,4 ,5 ]
He, Jieying [1 ]
Zhang, Chao [1 ,2 ]
机构
[1] Chinese Acad Sci, Natl Space Sci Ctr, Key Lab Microwave Remote Sensing, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Ctr Earth Syst Modeling & Predict CMA, Beijing 100081, Peoples R China
[4] China Meteorol Adm, Key Lab Earth Syst Modeling & Predict, Beijing 100081, Peoples R China
[5] China Meteorol Adm, Chinese Acad Meteorol Sci, State Key Lab Severe Weather LaSW, Beijing 100081, Peoples R China
关键词
microwave hyperspectral; channel selection; retrieval; TEMPERATURE; ASSIMILATION; INSTRUMENT;
D O I
10.3390/rs16081323
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Microwave hyperspectral instruments represent one of the main atmospheric sounders of China's next-generation Fengyun meteorological satellites. In order to better apply microwave hyperspectral observations in the fields of atmospheric parameter retrieval and data assimilation, this paper analyzes the sensitivity of trace gases to five selected bandwidth channels using a radiative transfer model based on the simulated data of microwave hyperspectral radiances at 50-60 GHz. This method uses information entropy and a weighting function to select channels and analyze the impact of this on the retrieval accuracy of atmospheric profiles before and after channel selection. The experimental results show that channel selection can reduce the number of channels by approximately 74.05% while maintaining a large amount of information content, and this retrieval effect is significantly better than that of MWTS-III. After channel selection, the 10 MHz, 30 MHz, and 50 MHz bandwidths have the best retrieval results in the stratosphere, whole atmosphere, and troposphere, respectively. When considering the number of channels, computational scale, and retrieval results comprehensively, the channel selection method is effective.
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页数:16
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