Calibration of a Radar Polarimetric Decomposition Using a Radiative Transfer Model

This letter describes a procedure based on the radiative transfer theory to calibrate the scattering contributions from the Generalized Freeman-Durden (GFD) polarimetric decomposition over corn fields. The Tor Vergata electromagnetic model (TOV) is used to simulate canonical scattering mechanisms that are compared with those obtained applying GFD to both simulated and L-band SAOCOM-1A data. The proposed method first analyzes the error between the model and the GFD applied to the simulated data. A multivariate data fitting is then performed to derive a new expression of the GFD powers, which is tested on L-band real data. The GFD volume power obtains the greatest benefit from the calibration, reducing the Root Mean Square Error (RMSE) with respect to the corresponding TOV model contribution to 0.006 in linear units. To further test the procedure, a linear regression model is used to estimate soil moisture using the calibrated GFD powers from SAOCOM-1A real data. The retrieval performance, evaluated through a Leave-One-Out (LOO) cross-validation against in situ data, shows a significant improvement: the calibrated GFD powers leads to an increased linear correlation (0.32 to 0.57), while the RMSE is reduced (0.096 to 0.055 m³/m³).

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Publication Details

Journal
IEEE Geoscience and Remote Sensing Letters
Published
2025-01-01
DOI
https://doi.org/10.1109/lgrs.2025.3588254
Primary Topic
Geophysics and Gravity Measurements
Type
article
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article

Calibration of a Radar Polarimetric Decomposition Using a Radiative Transfer Model

Giovanni Anconitano, M. Acuña, Nazzareno Pierdicca, Lorenzo Giuliano Papale et al.
IEEE Geoscience and Remote Sensing Letters
Geophysics and Gravity Measurements
article

Calibration of a Radar Polarimetric Decomposition Using a Radiative Transfer Model

Giovanni Anconitano, M. Acuña, Nazzareno Pierdicca, Lorenzo Giuliano Papale, Leila Guerriero
article en

Abstract

This letter describes a procedure based on the radiative transfer theory to calibrate the scattering contributions from the Generalized Freeman-Durden (GFD) polarimetric decomposition over corn fields. The Tor Vergata electromagnetic model (TOV) is used to simulate canonical scattering mechanisms that are compared with those obtained applying GFD to both simulated and L-band SAOCOM-1A data. The proposed method first analyzes the error between the model and the GFD applied to the simulated data. A multivariate data fitting is then performed to derive a new expression of the GFD powers, which is tested on L-band real data. The GFD volume power obtains the greatest benefit from the calibration, reducing the Root Mean Square Error (RMSE) with respect to the corresponding TOV model contribution to 0.006 in linear units. To further test the procedure, a linear regression model is used to estimate soil moisture using the calibrated GFD powers from SAOCOM-1A real data. The retrieval performance, evaluated through a Leave-One-Out (LOO) cross-validation against in situ data, shows a significant improvement: the calibrated GFD powers leads to an increased linear correlation (0.32 to 0.57), while the RMSE is reduced (0.096 to 0.055 m³/m³).

IEEE Geoscience and Remote Sensing LettersVol. 22
University of Rome Tor Vergata (IT), National Space Activities Commission (AR), Sapienza University of Rome (IT)
Affordable and clean energy
Openalex Percentile: Top 82%
Geophysics and Gravity Measurements
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Calibration of a Radar Polarimetric Decomposition Using a Radiative Transfer Model — Giovanni Anconitano, M. Acuña, et al. · IEEE Geoscience and Remote Sensing Letters (2025) | TGRS Research Map | TGRS