Potential of the Normalized Polarization Ratio and the Interferometric Coherence Sentinel-1 Data to Reconstruct the NDVI Wheat Cycle at a Field Scale | IEEE Conference Publication | IEEE Xplore

Potential of the Normalized Polarization Ratio and the Interferometric Coherence Sentinel-1 Data to Reconstruct the NDVI Wheat Cycle at a Field Scale


Abstract:

The aim of this study is to retrieve the NDVI values during the wheat cycle using the radar data over reference fields located in the Kairouan plain in the center of Tuni...Show More

Abstract:

The aim of this study is to retrieve the NDVI values during the wheat cycle using the radar data over reference fields located in the Kairouan plain in the center of Tunisia. The developed approach is based on the use of C-band Sentinel-1 acquisition specifically the cross-polarization ratio and the estimated coherence as features of curve fitting equations and machine learning algorithms such as the random forest and the support vector machine regressors. The NDVI retrieve according to the wheat growth stage, at a field scale, was marked by RMSE values lower than 0.13 and bias values under -0.03
Date of Conference: 16-21 July 2023
Date Added to IEEE Xplore: 20 October 2023
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ISSN Information:

Conference Location: Pasadena, CA, USA
CESBIO (CNRS/UPS/IRD/CNES/INRAE), Toulouse, France
LR17AGR01 InteGRatEd Management of Natural Resources: RemoTE Sensing, Spatial Analysis and Modeling (GREEN-TEAM), National Agronomic Institute of Tunisia, Carthage University, Tunis, Tunisia
LR17AGR01 InteGRatEd Management of Natural Resources: RemoTE Sensing, Spatial Analysis and Modeling (GREEN-TEAM), National Agronomic Institute of Tunisia, Carthage University, Tunis, Tunisia
LR17AGR01 InteGRatEd Management of Natural Resources: RemoTE Sensing, Spatial Analysis and Modeling (GREEN-TEAM), National Agronomic Institute of Tunisia, Carthage University, Tunis, Tunisia
CESBIO (CNRS/UPS/IRD/CNES/INRAE), Toulouse, France
Meteo-France/CNRM-CNRS, GMME/SURFACE, Toulouse, France
CIRAD, CNRS, INRAE, TETIS, University of Montpellier, AgroParisTech, Montpellier, France
CESBIO (CNRS/UPS/IRD/CNES/INRAE), Toulouse, France

CESBIO (CNRS/UPS/IRD/CNES/INRAE), Toulouse, France
LR17AGR01 InteGRatEd Management of Natural Resources: RemoTE Sensing, Spatial Analysis and Modeling (GREEN-TEAM), National Agronomic Institute of Tunisia, Carthage University, Tunis, Tunisia
LR17AGR01 InteGRatEd Management of Natural Resources: RemoTE Sensing, Spatial Analysis and Modeling (GREEN-TEAM), National Agronomic Institute of Tunisia, Carthage University, Tunis, Tunisia
LR17AGR01 InteGRatEd Management of Natural Resources: RemoTE Sensing, Spatial Analysis and Modeling (GREEN-TEAM), National Agronomic Institute of Tunisia, Carthage University, Tunis, Tunisia
CESBIO (CNRS/UPS/IRD/CNES/INRAE), Toulouse, France
Meteo-France/CNRM-CNRS, GMME/SURFACE, Toulouse, France
CIRAD, CNRS, INRAE, TETIS, University of Montpellier, AgroParisTech, Montpellier, France
CESBIO (CNRS/UPS/IRD/CNES/INRAE), Toulouse, France

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