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Estimation of Foliar Carotenoid Content Using Spectroscopy Wavelet-Based Vegetation Indices
Indexado
WoS WOS:000934984900013
Scopus SCOPUS_ID:85147295573
DOI 10.1109/LGRS.2023.3237010
Año 2023
Tipo artículo de investigación

Citas Totales

Autores Afiliación Chile

Instituciones Chile

% Participación
Internacional

Autores
Afiliación Extranjera

Instituciones
Extranjeras


Abstract



The plant carotenoid (Car) content plays a crucial role in the xanthophyll cycle and provides essential information on the physiological adaptations of plants to environmental stress. Spectroscopy data are essential for the nondestructive prediction of Car and other traits. However, Car content estimation is still behind in terms of accuracy compared to other pigments, such as chlorophyll (Chl). Here, I examined the potential of using the continuous wavelet transform (CWT) on leaf reflectance data to create vegetation indices (VIs). I compared six CWT mother families and six scales and selected the best overall dataset using random forest (RF) regressions. Using a brute-force approach, I created wavelet-based VIs on the best mother family and compared them against established Car reflectance-based VIs. I found that wavelet-based indices have high linear sensitivity to the Car content, contrary to typical nonlinear relationships depicted by the reflectance-based VIs. These relations were theoretically contrasted with the synthetic data created using the PROSPECT-D radiative transfer model. However, the best selection of wavelength bands in wavelet-based VIs varies greatly depending on the spectral characteristics of the input data before the transformation.

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Disciplinas de Investigación



WOS
Geochemistry & Geophysics
Engineering, Electrical & Electronic
Remote Sensing
Imaging Science & Photographic Technology
Scopus
Sin Disciplinas
SciELO
Sin Disciplinas

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Publicaciones WoS (Ediciones: ISSHP, ISTP, AHCI, SSCI, SCI), Scopus, SciELO Chile.

Colaboración Institucional



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Autores - Afiliación



Ord. Autor Género Institución - País
1 Lopatin, Javier Hombre Universidad Adolfo Ibáñez - Chile
Data Observatory Foundation - Chile
Data Observ Fdn - Chile

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Financiamiento



Fuente
FONDECYT
Agencia Nacional de Investigacion y Desarrollo (ANID), Chile
Data Observatory Foundation
Agencia Nacional de Investigaciony Desarrollo (ANID), Chile

Muestra la fuente de financiamiento declarada en la publicación.

Agradecimientos



Agradecimiento
This work was supported in part by the Fondecyt under Project SA77210031, in part by the Agencia Nacional de Investigacion y Desarrollo (ANID), Chile, and in part by the Data Observatory Foundation.
This work was supported in part by the Fondecyt under Project SA77210031, in part by the Agencia Nacional de Investigaciony Desarrollo (ANID), Chile, and in part by the Data Observatory Foundation.
This work was supported in part by the Fondecyt under Project SA77210031, in part by the Agencia Nacional de Investigacion y Desarrollo (ANID), Chile, and in part by the Data Observatory Foundation.
This work was supported in part by the Fondecyt under Project SA77210031, in part by the Agencia Nacional de Investigaciony Desarrollo (ANID), Chile, and in part by the Data Observatory Foundation.
This work was supported in part by the Fondecyt under Project SA77210031, in part by the Agencia Nacional de Investigacion y Desarrollo (ANID), Chile, and in part by the Data Observatory Foundation.

Muestra la fuente de financiamiento declarada en la publicación.