Global-Scale Consistency of Spaceborne Vegetation Indices, Chlorophyll Fluorescence, and Photosynthesis
Abstract
The new TROPOspheric Monitoring Instrument (TROPOMI) solar-induced chlorophyll fluorescence (SIF) data provides new opportunities to corroborate and improve global photosynthesis estimates. Here we report the spatiotemporal consistency between TROPOMI SIF and vegetation indices from the bidirectional reflectance distribution function (BRDF) adjusted (MCD43) and standard MODIS (MOD09) surface reflectance products, estimates of absorbed photosynthetically active radiation by chlorophyll (APAR_(chl)) derived from National Centers for Environmental Prediction Reanalysis-2 (NCEP2), MODIS MCD18, and European Reanalysis (ERA5) data, and two GPP products (GPP_(VPM) and GPP_(MOD17)). We find (a) non-adjusted VIs were more highly correlated with SIF at mid and high latitude than BRDF-adjusted VIs, but were less correlated in the tropics, (b) negligible differences in the correlation between SIF and non-adjusted NIRv and EVI, but BRDF-adjusted NIRv had higher correlations with SIF at mid to high latitude than BRDF-adjusted EVI but lower correlations in the tropics, (c) choice of PAR data set likely to cause substantial differences in global and regional GPP estimates and the correlation between modeled GPP and SIF, (d) SIF was more highly correlated with APAR_(chl) at high to mid latitude than EVI but more highly correlated with EVI at lower latitudes, and (e) GPP_(VPM) is more highly correlated with SIF than GPP_(MOD17), except in sub-Sahara Africa. Our results highlight that spaceborne photosynthesis would likely be improved by using a non-linear response to PAR and that the fundamental differences between the vegetation indices and PAR data sets are likely to yield important differences in global and regional estimates of photosynthesis.
Additional Information
© 2021 American Geophysical Union. Issue Online: 25 June 2021; Version of Record online: 25 June 2021; Accepted manuscript online: 08 June 2021; Manuscript accepted: 02 June 2021; Manuscript revised: 03 May 2021; Manuscript received: 28 October 2020. The authors are grateful to Vincent Humphrey for preparing the ERA5 data for analysis. This study was supported by research grants through the Geostationary Carbon Cycle Observatory (GeoCarb) Mission from NASA (GeoCarb Contract #80LARC17C0001), the US National Science Foundation: EPSCoR Program (IIA-1920946, IIA-1946093) and EEID program (1911955), the USDA National Institute of Food and Agriculture (2016-68002-24967), and the NASA OCO Science Team (80NSSC18K0895). Philipp Köhler and Christian Frankenberg were funded by the EARTH SCIENCE U.S. PARTICIPATING INVESTIGATOR (Grant: NNX15AH95G). Data Availability Statement: The analysis and results were generated using publicly available data sets. TROPOMI SIF data is available at ftp://fluo.gps.caltech.edu/data/tropomi/, and aside from this FTP address there is no alternative method to access the data. The GPPVPM data is available at https://doi.org/10.1594/PANGAEA.879560. MOD17A2H data is available at https://e4ftl01.cr.usgs.gov/MOLT/MOD17A2H.006/. MCD18A2 data is available at https://e4ftl01.cr.usgs.gov/MOTA/MCD18A2.006/. ERA5 data is available at https://cds.climate.copernicus.eu/. NCEP Reanalysis II data is available at https://psl.noaa.gov/data/gridded/data.ncep.reanalysis2.gaussian.html. MCD43C4 data is available at https://e4ftl01.cr.usgs.gov/MOTA/MCD43C4.006/. MOD09A1 data is available at https://e4ftl01.cr.usgs.gov/MOLT/MOD09A1.006/.Attached Files
Published - 2020JG006136.pdf
Supplemental Material - 2020jg006136-sup-0001-supporting_information_si-s01.docx
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Additional details
- Eprint ID
- 109468
- Resolver ID
- CaltechAUTHORS:20210610-123358381
- NASA
- 80LARC17C0001
- NSF
- IIA-1920946
- NSF
- IIA-1946093
- NSF
- DEB-1911955
- United States Department of Agriculture (USDA)
- 2016-68002-24967
- NASA
- 80NSSC18K0895
- NASA
- NNX15AH95G
- Created
-
2021-06-10Created from EPrint's datestamp field
- Updated
-
2021-12-01Created from EPrint's last_modified field
- Caltech groups
- Division of Geological and Planetary Sciences (GPS)