TROPOMI SIF 产品的验证,提高了原位测量与卫星测量之间的地理定位匹配度

IF 3.7 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Journal of Geophysical Research: Biogeosciences Pub Date : 2024-11-03 DOI:10.1029/2024JG008235
Qicheng Zeng, Xiaodan Wu, Rongqi Tang, Jing Pei, Xianglei Du, Fei Pan, Jianguang Wen, Qing Xiao
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引用次数: 0

摘要

与实地测量结果直接比较是验证 TROPOMI SIF 产品的主要方法。然而,由于卫星数据的几何误差,标称验证像素的确切空间范围可能与实地站点不完全一致。为解决这一难题,本研究首次提出了一种精确识别与原地站点相匹配的验证像素的方法。此外,利用改进后的卫星像元与相应原地站点之间的地理定位匹配方法,对 TROPOMI SIF 产品的精度进行了重新评估。结果表明,忽略 TROPOMI 像素的几何误差会导致验证像素与原地站点之间出现 49%的不匹配概率。地理定位不匹配造成的误差主要来自两个方面。一是验证像素的提取不正确,最大误差为 1.385 mWm-2 sr-1 nm-1。另一个是像素尺度的参考 "真值",这是由于原位测量的上标函数不当造成的,这种误差的最大值为 0.445 mWm-2 sr-1 nm-1。采用这种改进的地理位置匹配方法后,TROPOMI SIF 产品的均方根误差为 0.58 mWm-2 sr-1 nm-1,偏差为 0.19 mWm-2 sr-1 nm-1,R2 为 0.51,这表明其性能优于不考虑几何位置匹配误差的情况。
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Validation of TROPOMI SIF Products With Improved Geolocation Match Between In Situ and Satellite Measurements

Direct comparison with in situ measurements serves as the primary method for validating TROPOMI SIF products. However, due to geometric errors in satellite data, the exact spatial extent of the nominal validation pixel may not align with the in situ site perfectly. In addressing this challenge, this study proposed, for the first time, a method to precisely identify the validation pixels matching with in situ sites. Moreover, the accuracy of the TROPOMI SIF product was reevaluated with the improved geolocation match method between the satellite pixel and the corresponding in situ site. The results indicate that ignoring the geometric errors of TROPOMI pixels can result in a 49% probability of mismatch between the validation pixel and the in situ site. The errors caused by geolocation mismatch mainly come from two aspects. One is the incorrect extraction of the validation pixel, with a maximum error of 1.385 mWm−2 sr−1 nm−1. The other is the pixel-scale reference “truth,” which resulted from the improper upscaling function of in situ measurements, and the maximum of this kind of error was 0.445 mWm−2 sr−1 nm−1. With this improved geolocation match method, the TROPOMI SIF product showed a RMSE of 0.58 mWm−2 sr−1 nm−1, a bias of 0.19 mWm−2 sr−1 nm−1, and a R2 of 0.51, which indicate a better performance than without considering geometric location matching errors.

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来源期刊
Journal of Geophysical Research: Biogeosciences
Journal of Geophysical Research: Biogeosciences Earth and Planetary Sciences-Paleontology
CiteScore
6.60
自引率
5.40%
发文量
242
期刊介绍: JGR-Biogeosciences focuses on biogeosciences of the Earth system in the past, present, and future and the extension of this research to planetary studies. The emerging field of biogeosciences spans the intellectual interface between biology and the geosciences and attempts to understand the functions of the Earth system across multiple spatial and temporal scales. Studies in biogeosciences may use multiple lines of evidence drawn from diverse fields to gain a holistic understanding of terrestrial, freshwater, and marine ecosystems and extreme environments. Specific topics within the scope of the section include process-based theoretical, experimental, and field studies of biogeochemistry, biogeophysics, atmosphere-, land-, and ocean-ecosystem interactions, biomineralization, life in extreme environments, astrobiology, microbial processes, geomicrobiology, and evolutionary geobiology
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