Enhancing Representativeness of Eddy Covariance Evapotranspiration With Remote Sensing and In Situ Data : A Case Study in the Brazilian Cerrado
Kobayashi, Alex N A ; Anache, Jamil A A ; Sone, Jullian S ; Gesualdo, Gabriela C ; Schwamback, Dimaghi LU
and Wendland, Edson
(2025)
In Ecohydrology
18(2).
- Abstract
The Cerrado sensu stricto, so-called wooded Cerrado, is one of the many phytophysiognomies of the undisturbed Brazilian Cerrado ecoregion holding a biodiversity hotspot towards an extensive area. Thus, such land is under constant land use and cover changes mainly due to the demand for agriculture land, sector with the highest consumption of available freshwater in this ecoregion. This underscores this region's critical economic and environmental relevance. The evapotranspiration (ET) in the Brazilian Cerrado is a major player in the regional hydrological cycle, significantly influencing rainfall distribution in this ecoregion. Nonetheless, acquiring observed measurements of ET measurements using the eddy covariance (EC) technique is... (More)
The Cerrado sensu stricto, so-called wooded Cerrado, is one of the many phytophysiognomies of the undisturbed Brazilian Cerrado ecoregion holding a biodiversity hotspot towards an extensive area. Thus, such land is under constant land use and cover changes mainly due to the demand for agriculture land, sector with the highest consumption of available freshwater in this ecoregion. This underscores this region's critical economic and environmental relevance. The evapotranspiration (ET) in the Brazilian Cerrado is a major player in the regional hydrological cycle, significantly influencing rainfall distribution in this ecoregion. Nonetheless, acquiring observed measurements of ET measurements using the eddy covariance (EC) technique is still challenging, especially where the flux footprint represents a heterogeneous canopy. Thus, how vegetation and spatiotemporal climate variability affect EC evapotranspiration were assessed in a preserved fragment of wooded Cerrado. Our goals were to (i) improve the water fluxes representativeness by coupling flux footprint with remote sensing products to account for spatiotemporal variability and (ii) assess how seasonal variability of vegetation and climate affect water fluxes in this study's target vegetation. First, we determined which integration approach with enhanced vegetation index (EVI) improved the representativeness of the study's site target vegetation—either a half-hourly flux footprint integration or a fixed-extent radius surrounding the flux tower. We further conducted a random forest analysis to identify the most relevant environmental and meteorological variables influencing the canopy conductance. We noted a significant gain in performance when EVI is integrated with the half-hourly footprint, indicating an improvement in the representativeness between this remote sensing variable and the EC fluxes, evidenced by a better energy balance closure. And we found that the most relevant variables were the vapor pressure deficit and soil water content at a seasonal and annual basis, respectively. Our findings highlight that integrating a vegetation index with flux footprint can enhance spatiotemporal representativeness of the target vegetation, contributing to a better regional understanding of not only the wooded Cerrado but also other complex and heterogeneous land covers in terms of water and energy fluxes.
(Less)
- author
- Kobayashi, Alex N A
; Anache, Jamil A A
; Sone, Jullian S
; Gesualdo, Gabriela C
; Schwamback, Dimaghi
LU
and Wendland, Edson
- organization
- publishing date
- 2025-03
- type
- Contribution to journal
- publication status
- published
- subject
- keywords
- eddy covariance technique, enhanced vegetation index (EVI), flux footprint, water and energy fluxes
- in
- Ecohydrology
- volume
- 18
- issue
- 2
- article number
- e70012
- publisher
- John Wiley & Sons Inc.
- external identifiers
-
- scopus:105000155248
- ISSN
- 1936-0584
- DOI
- 10.1002/eco.70012
- language
- English
- LU publication?
- yes
- id
- f765a9d3-1b8b-485d-83d7-b630ccd4dae8
- date added to LUP
- 2026-01-09 14:34:44
- date last changed
- 2026-01-09 14:35:38
@article{f765a9d3-1b8b-485d-83d7-b630ccd4dae8,
abstract = {{<p>The Cerrado sensu stricto, so-called wooded Cerrado, is one of the many phytophysiognomies of the undisturbed Brazilian Cerrado ecoregion holding a biodiversity hotspot towards an extensive area. Thus, such land is under constant land use and cover changes mainly due to the demand for agriculture land, sector with the highest consumption of available freshwater in this ecoregion. This underscores this region's critical economic and environmental relevance. The evapotranspiration (ET) in the Brazilian Cerrado is a major player in the regional hydrological cycle, significantly influencing rainfall distribution in this ecoregion. Nonetheless, acquiring observed measurements of ET measurements using the eddy covariance (EC) technique is still challenging, especially where the flux footprint represents a heterogeneous canopy. Thus, how vegetation and spatiotemporal climate variability affect EC evapotranspiration were assessed in a preserved fragment of wooded Cerrado. Our goals were to (i) improve the water fluxes representativeness by coupling flux footprint with remote sensing products to account for spatiotemporal variability and (ii) assess how seasonal variability of vegetation and climate affect water fluxes in this study's target vegetation. First, we determined which integration approach with enhanced vegetation index (EVI) improved the representativeness of the study's site target vegetation—either a half-hourly flux footprint integration or a fixed-extent radius surrounding the flux tower. We further conducted a random forest analysis to identify the most relevant environmental and meteorological variables influencing the canopy conductance. We noted a significant gain in performance when EVI is integrated with the half-hourly footprint, indicating an improvement in the representativeness between this remote sensing variable and the EC fluxes, evidenced by a better energy balance closure. And we found that the most relevant variables were the vapor pressure deficit and soil water content at a seasonal and annual basis, respectively. Our findings highlight that integrating a vegetation index with flux footprint can enhance spatiotemporal representativeness of the target vegetation, contributing to a better regional understanding of not only the wooded Cerrado but also other complex and heterogeneous land covers in terms of water and energy fluxes.</p>}},
author = {{Kobayashi, Alex N A and Anache, Jamil A A and Sone, Jullian S and Gesualdo, Gabriela C and Schwamback, Dimaghi and Wendland, Edson}},
issn = {{1936-0584}},
keywords = {{eddy covariance technique; enhanced vegetation index (EVI); flux footprint; water and energy fluxes}},
language = {{eng}},
number = {{2}},
publisher = {{John Wiley & Sons Inc.}},
series = {{Ecohydrology}},
title = {{Enhancing Representativeness of Eddy Covariance Evapotranspiration With Remote Sensing and In Situ Data : A Case Study in the Brazilian Cerrado}},
url = {{http://dx.doi.org/10.1002/eco.70012}},
doi = {{10.1002/eco.70012}},
volume = {{18}},
year = {{2025}},
}