Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.11972/j.issn.1001-9014.2021.03.016 |
Channel selection for carbon monoxide retrievals based on ultra-spectral thermal infrared data | |
Zhang Bei-Bei; Wang Ning; Yao Wei-Yuan; Qian Yong-Gang; Ma Ling-Ling; Li Chuan-Rong; Tang Ling-Li; Liu Yao-Kai; Gao Cai-Xia | |
通讯作者 | Wang, N ; Yao, WY (corresponding author), Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R China. |
来源期刊 | JOURNAL OF INFRARED AND MILLIMETER WAVES |
ISSN | 1001-9014 |
出版年 | 2021 |
卷号 | 40期号:3页码:391-399 |
英文摘要 | As the weak absorption intensity and high interference signals in the thermal infrared band of carbon monoxide (CO), it is difficult to retrieve CO profiles with promising accuracy from thermal infrared data. The development and application of ultra-spectral infrared detector make it possible to improve the retrieval accuracy of CO profile. However, the ultra-spectral resolution and the huge channel numbers of the data not only enhance the abundant atmospheric retrieval information, but also induce lots of redundant information. As such, it is necessary to do the channel selection to ensure the accuracy and efficiency of retrieval. In this paper, a channel selection method considering both channel sensitivity and weighting function characteristics is proposed to CO profile retrieval of ultra-spectral infrared data. First, by analyzing the gas sensitivity of the channels in CO absorption band,the channels severely affected by other gases are excluded and initial channel group is obtained. Then, the weighting function characteristics of the initial channel group are studied. The channels located at the bottom and top of the peaks at the CO absorption spectrum, suggesting abundant gas retrieval information about different atmospheric layer, are selected as the final channel selection results. The channel selection method is applied for the winter and summer air masses in Alxa desert area, Beijing-Tianjin area, Yangtze River Delta, and Pearl River Delta. By comparing with the Optimal Sensitivity Profile method (OSP), the channels selected by the proposed method can cover a wider spectral range and have more CO absorption characteristics. Additionally, the application of the proposed method can improve the retrieval accuracy of CO profiles in all the regions and seasons studied in this paper. The best improvement effect was observed in the Alxa desert area in the winter, whose root mean square error (RMSE) was reduced from 3.23x10(-8) g/g to 3.07x10(-8) g/g, with an average increase in accuracy of 10.56%. |
英文关键词 | atmospheric science channel selection CO profile retrieval ultra-spectral thermal infrared data sensitivity weighting function characteristics |
类型 | Article |
语种 | 中文 |
收录类别 | SCI-E |
WOS记录号 | WOS:000661123600016 |
WOS关键词 | RESOLUTION |
WOS类目 | Optics |
WOS研究方向 | Optics |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/350924 |
作者单位 | [Zhang Bei-Bei; Wang Ning; Yao Wei-Yuan; Qian Yong-Gang; Ma Ling-Ling; Li Chuan-Rong; Tang Ling-Li; Liu Yao-Kai; Gao Cai-Xia] Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Quantitat Remote Sensing Informat Technol, Beijing 100094, Peoples R China; [Zhang Bei-Bei] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang Bei-Bei,Wang Ning,Yao Wei-Yuan,et al. Channel selection for carbon monoxide retrievals based on ultra-spectral thermal infrared data[J],2021,40(3):391-399. |
APA | Zhang Bei-Bei.,Wang Ning.,Yao Wei-Yuan.,Qian Yong-Gang.,Ma Ling-Ling.,...&Gao Cai-Xia.(2021).Channel selection for carbon monoxide retrievals based on ultra-spectral thermal infrared data.JOURNAL OF INFRARED AND MILLIMETER WAVES,40(3),391-399. |
MLA | Zhang Bei-Bei,et al."Channel selection for carbon monoxide retrievals based on ultra-spectral thermal infrared data".JOURNAL OF INFRARED AND MILLIMETER WAVES 40.3(2021):391-399. |
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