Stage 1 validation of plant area index from the Global Ecosystem Dynamics Investigation
Stage 1 validation of plant area index from the Global Ecosystem Dynamics Investigation
The Global Ecosystem Dynamics Investigation (GEDI) aims to provide improved characterization of forest structure, and plant area index (PAI) is one of many variables provided in the official GEDI Level 2B (L2B) product suite. However, since release, few quantitative validation studies have been conducted. To reach Stage 1 of the validation hierarchy proposed by the Land Product Validation (LPV) subgroup of the Committee on Earth Observation Satellites (CEOS) Working Group on Calibration and Validation (WGCV), we provide an initial assessment of PAI estimates from GEDI’s L2B product. This is achieved using 18 in situ reference measurements available through the Copernicus Ground Based Observations for Validation (GBOV) service. We show that GEDI L2B PAI retrievals provide a nearly unbiased estimate of effective (PAIe; RMSD = 0.95, bias = 0.02, slope = 1.07), but systematically underestimate PAI (RMSD = 1.42, bias = −0.91, slope = 0.77). This is attributed to an assumed random distribution of plant material in the algorithm. To reach Stage 2 of the CEOS WGCV LPV hierarchy, continued work is needed to validate the product against additional in situ reference measurements covering further locations and time periods.
Global Ecosystem Dynamics Investigation (GEDI), Ground Based Observations for Validation (GBOV), leaf area index (LAI), plant area index (PAI)
Brown, Luke A.
3f3ee47e-ee1f-4a44-a223-36059b69ce92
Morris, Harry
d7b9d1e5-e105-40a3-9f5d-7c3e4531b32c
Meier, Courtney
9b08ef14-ac47-4d1a-b2f1-a229bb940c29
Knohl, Alexander
a27ac87e-0cef-4190-88d1-93e67356315c
Lanconelli, Christian
932b78e9-e5d4-414e-ad86-35bfeb9019c6
Gobron, Nadine
19dfd40b-78e4-4067-be0b-ac8896dde032
Dash, Jadunandan
51468afb-3d56-4d3a-aace-736b63e9fac8
Danson, F. Mark
3ded80ee-c49f-4039-acca-550eb046e536
2023
Brown, Luke A.
3f3ee47e-ee1f-4a44-a223-36059b69ce92
Morris, Harry
d7b9d1e5-e105-40a3-9f5d-7c3e4531b32c
Meier, Courtney
9b08ef14-ac47-4d1a-b2f1-a229bb940c29
Knohl, Alexander
a27ac87e-0cef-4190-88d1-93e67356315c
Lanconelli, Christian
932b78e9-e5d4-414e-ad86-35bfeb9019c6
Gobron, Nadine
19dfd40b-78e4-4067-be0b-ac8896dde032
Dash, Jadunandan
51468afb-3d56-4d3a-aace-736b63e9fac8
Danson, F. Mark
3ded80ee-c49f-4039-acca-550eb046e536
Brown, Luke A., Morris, Harry, Meier, Courtney, Knohl, Alexander, Lanconelli, Christian, Gobron, Nadine, Dash, Jadunandan and Danson, F. Mark
(2023)
Stage 1 validation of plant area index from the Global Ecosystem Dynamics Investigation.
IEEE Geoscience and Remote Sensing Letters, 20, [2505005].
(doi:10.1109/LGRS.2023.3319528).
Abstract
The Global Ecosystem Dynamics Investigation (GEDI) aims to provide improved characterization of forest structure, and plant area index (PAI) is one of many variables provided in the official GEDI Level 2B (L2B) product suite. However, since release, few quantitative validation studies have been conducted. To reach Stage 1 of the validation hierarchy proposed by the Land Product Validation (LPV) subgroup of the Committee on Earth Observation Satellites (CEOS) Working Group on Calibration and Validation (WGCV), we provide an initial assessment of PAI estimates from GEDI’s L2B product. This is achieved using 18 in situ reference measurements available through the Copernicus Ground Based Observations for Validation (GBOV) service. We show that GEDI L2B PAI retrievals provide a nearly unbiased estimate of effective (PAIe; RMSD = 0.95, bias = 0.02, slope = 1.07), but systematically underestimate PAI (RMSD = 1.42, bias = −0.91, slope = 0.77). This is attributed to an assumed random distribution of plant material in the algorithm. To reach Stage 2 of the CEOS WGCV LPV hierarchy, continued work is needed to validate the product against additional in situ reference measurements covering further locations and time periods.
Text
GRSL-00503-2023.R2
- Accepted Manuscript
Available under License Other.
More information
Accepted/In Press date: 21 September 2023
e-pub ahead of print date: 26 September 2023
Published date: 2023
Additional Information:
Publisher Copyright:
© 2004-2012 IEEE.
Keywords:
Global Ecosystem Dynamics Investigation (GEDI), Ground Based Observations for Validation (GBOV), leaf area index (LAI), plant area index (PAI)
Identifiers
Local EPrints ID: 484298
URI: http://eprints.soton.ac.uk/id/eprint/484298
ISSN: 1545-598X
PURE UUID: a45f93c7-ea2e-49b1-8173-e85696024f46
Catalogue record
Date deposited: 15 Nov 2023 17:47
Last modified: 23 Nov 2024 02:54
Export record
Altmetrics
Contributors
Author:
Luke A. Brown
Author:
Courtney Meier
Author:
Alexander Knohl
Author:
Christian Lanconelli
Author:
Nadine Gobron
Author:
F. Mark Danson
Download statistics
Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.
View more statistics