Channel selection method for the CH 4 profile retrieval using the Atmospheric Sounder Spectrometer by Infrared Spectral Technology

被引:0
作者
Wang, Yue [1 ,2 ,3 ]
Ye, Hanhan [2 ,3 ]
Shi, Hailiang [2 ,3 ]
Wang, Xianhua [2 ,3 ]
Li, Chao [2 ,3 ]
Sun, Erchang [2 ,3 ]
An, Yuan [2 ,3 ]
Wu, Shichao [2 ,3 ]
Xiong, Wei [1 ,2 ,3 ]
机构
[1] Univ Sci & Technol China, Sch Environm Sci & Optoelect Technol, Hefei 230026, Peoples R China
[2] Chinese Acad Sci, Anhui Inst Opt & Fine Mech, Hefei Inst Phys Sci, Hefei 230031, Peoples R China
[3] Chinese Acad Sci, Key Lab Opt Calibrat & Characterizat, Hefei 230031, Peoples R China
基金
中国国家自然科学基金;
关键词
Ground-based infrared hyperspectrometer; CH 4 profile retrieval; Channel selection; Information-weighted; EMITTED RADIANCE INTERFEROMETER; INFORMATION-CONTENT; CLOUD PROPERTIES; METHANE; LIDAR;
D O I
10.1016/j.jqsrt.2024.109118
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Methane (CH 4 ) is the second-largest greenhouse gas contributing to global warming, surpassed only by CO 2 , has a large difference in its vertical concentration distribution, and closely affects the global environment and climate change. The variations in the vertical concentrations of CH 4 need to be monitored. Ground-based infrared hyperspectrometers can measure the fine variations of the CH 4 concentrations in the vertical distribution within the planetary boundary layer (PBL). However, different detection channels are easily affected by instrumental noise and other environmental factors, leading to differences in the channel spectral characteristics and thereby affecting the accuracy of the CH 4 profile retrieval. In this study, an information-weighted channel selection method is proposed for the CH 4 profile retrieval using the Atmospheric Sounder Spectrometer by Infrared Spectral Technology (ASSIST) to address the differences in the channel characteristics from the different interference factors. This method leverages the information content of CH 4 and its environmental interference factors in each channel to derive the weighting factors, and a comprehensive weighting approach is subsequently applied to ascertain the effective information content of CH 4 . The method then establishes the threshold for the effective CH 4 information content, considering the influence of noise, to select the optimal channels. We employ this method in our study, and 22 channels are selected as the optimal channels for the CH 4 profile retrieval. We also evaluate the retrieval capability of the CH 4 profile and the anti-interference ability of the selected channels using simulated spectra under clear-sky conditions. When retrieving the CH 4 profile using the 1200 -1390 cm-1 band (394 channels in total), the CH 4 profile is mainly affected by temperature, water vapor, aerosol optical depth (AOD) and N 2 O. In addition, the mean absolute error (MAE) and the root mean square error (RMSE) for the CH 4 profile retrieval using the selected channels are substantially reduced.
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页数:11
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