Generating high-resolution total canopy SIF emission from TROPOMI data: Algorithm and application
Solar-induced chlorophyll fluorescence (SIF) is a rapidly advancing front in modeling global terrestrial gross primary production (GPP). Canopy total SIF emissions (SIFtotal) are mechanistically linked to the plant photosynthesis, and can be estimated from satellite observed SIF (SIFobs) through rad...
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| Published in | Remote sensing of environment Vol. 295; no. C; p. 113699 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
Elsevier Inc
01.09.2023
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0034-4257 1879-0704 1879-0704 |
| DOI | 10.1016/j.rse.2023.113699 |
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| Abstract | Solar-induced chlorophyll fluorescence (SIF) is a rapidly advancing front in modeling global terrestrial gross primary production (GPP). Canopy total SIF emissions (SIFtotal) are mechanistically linked to the plant photosynthesis, and can be estimated from satellite observed SIF (SIFobs) through radiative transfer modeling. However, the current satellite SIFobs and thus SIFtotal are available only at coarse spatial resolutions from several kilometers to tens of kilometers, inhibiting the application at fine spatial scales. Here, we proposed an algorithm to generate both global high-resolution SIFtotal (HSIFtotal) and high-resolution SIFobs (HSIFobs) at 1 km from low-resolution SIFobs (LSIFobs) from the TROPOspheric Monitoring Instrument (TROPOMI), which has a spatial resolution at nadir of 3.5 km by 5.6–7 km. Our statistical method is based on the law of energy conservation and uses satellite derived fraction of absorbed photosynthetically active radiation, fluorescence efficiency, and the escape probability of fluorescence. We evaluated the accuracy of our HSIFtotal using the Orbiting Carbon Observatory-2 SIF (R2 = 0.78). We found that the spatial resolution had clear effects on the relationship between HSIFtotal and GPP. We also compared HSIFtotal to 8-day averaged tower GPP from 135 flux sites and found that they were better correlated when HSIFtotal was averaged over a 1-km radius around the tower than when averaged over a larger radius. Our study provided a unique high-resolution HSIFtotal product, which will advance the estimation of GPP by extrapolating site-level relationships to the global scale.
•We generated global high resolution total canopy fluorescence emission (SIFtotal).•HSIFtotal is evaluated using the Orbiting Carbon Observatory-2 SIFtotal.•The relationship between HSIFtotal and GPP is more consistent across sites.•HSIFtotal is better related to gross primary production (GPP) than SIFobs. |
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| AbstractList | Solar-induced chlorophyll fluorescence (SIF) is a rapidly advancing front in modeling global terrestrial gross primary production (GPP). Canopy total SIF emissions (SIFₜₒₜₐₗ) are mechanistically linked to the plant photosynthesis, and can be estimated from satellite observed SIF (SIFₒbₛ) through radiative transfer modeling. However, the current satellite SIFₒbₛ and thus SIFₜₒₜₐₗ are available only at coarse spatial resolutions from several kilometers to tens of kilometers, inhibiting the application at fine spatial scales. Here, we proposed an algorithm to generate both global high-resolution SIFₜₒₜₐₗ (HSIFₜₒₜₐₗ) and high-resolution SIFₒbₛ (HSIFₒbₛ) at 1 km from low-resolution SIFₒbₛ (LSIFₒbₛ) from the TROPOspheric Monitoring Instrument (TROPOMI), which has a spatial resolution at nadir of 3.5 km by 5.6–7 km. Our statistical method is based on the law of energy conservation and uses satellite derived fraction of absorbed photosynthetically active radiation, fluorescence efficiency, and the escape probability of fluorescence. We evaluated the accuracy of our HSIFₜₒₜₐₗ using the Orbiting Carbon Observatory-2 SIF (R² = 0.78). We found that the spatial resolution had clear effects on the relationship between HSIFₜₒₜₐₗ and GPP. We also compared HSIFₜₒₜₐₗ to 8-day averaged tower GPP from 135 flux sites and found that they were better correlated when HSIFₜₒₜₐₗ was averaged over a 1-km radius around the tower than when averaged over a larger radius. Our study provided a unique high-resolution HSIFₜₒₜₐₗ product, which will advance the estimation of GPP by extrapolating site-level relationships to the global scale. Solar-induced chlorophyll fluorescence (SIF) is a rapidly advancing front in modeling global terrestrial gross primary production (GPP). Canopy total SIF emissions (SIFtotal) are mechanistically linked to the plant photosynthesis, and can be estimated from satellite observed SIF (SIFobs) through radiative transfer modeling. However, the current satellite SIFobs and thus SIFtotal are available only at coarse spatial resolutions from several kilometers to tens of kilometers, inhibiting the application at fine spatial scales. Here, we proposed an algorithm to generate both global high-resolution SIFtotal (HSIFtotal) and high-resolution SIFobs (HSIFobs) at 1 km from low-resolution SIFobs (LSIFobs) from the TROPOspheric Monitoring Instrument (TROPOMI), which has a spatial resolution at nadir of 3.5 km by 5.6–7 km. Our statistical method is based on the law of energy conservation and uses satellite derived fraction of absorbed photosynthetically active radiation, fluorescence efficiency, and the escape probability of fluorescence. We evaluated the accuracy of our HSIFtotal using the Orbiting Carbon Observatory-2 SIF (R2 = 0.78). We found that the spatial resolution had clear effects on the relationship between HSIFtotal and GPP. We also compared HSIFtotal to 8-day averaged tower GPP from 135 flux sites and found that they were better correlated when HSIFtotal was averaged over a 1-km radius around the tower than when averaged over a larger radius. Our study provided a unique high-resolution HSIFtotal product, which will advance the estimation of GPP by extrapolating site-level relationships to the global scale. •We generated global high resolution total canopy fluorescence emission (SIFtotal).•HSIFtotal is evaluated using the Orbiting Carbon Observatory-2 SIFtotal.•The relationship between HSIFtotal and GPP is more consistent across sites.•HSIFtotal is better related to gross primary production (GPP) than SIFobs. |
| ArticleNumber | 113699 |
| Author | Zhang, Zhaoying Zhang, Yao Zhang, Yongguang |
| Author_xml | – sequence: 1 givenname: Zhaoying surname: Zhang fullname: Zhang, Zhaoying email: zhaoying_zhang@nju.edu.cn organization: International Institute for Earth System Sciences, Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing University, Nanjing, Jiangsu, China – sequence: 2 givenname: Yao surname: Zhang fullname: Zhang, Yao organization: College of Urban and Environmental Sciences, Peking University, Beijing, China – sequence: 3 givenname: Yongguang surname: Zhang fullname: Zhang, Yongguang organization: International Institute for Earth System Sciences, Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing University, Nanjing, Jiangsu, China |
| BackLink | https://www.osti.gov/biblio/1999826$$D View this record in Osti.gov |
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| CitedBy_id | crossref_primary_10_1016_j_rse_2023_113859 crossref_primary_10_3390_rs15163937 crossref_primary_10_1016_j_rse_2025_114658 crossref_primary_10_1016_j_rse_2024_114530 crossref_primary_10_1109_LGRS_2024_3379204 |
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| SubjectTerms | algorithms canopy carbon chlorophyll energy conservation environment fluorescence Footprint GPP gross primary productivity High spatial resolution photosynthesis photosynthetically active radiation probability radiative transfer satellites SIF Spatial mismatch troposphere |
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| Title | Generating high-resolution total canopy SIF emission from TROPOMI data: Algorithm and application |
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