Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment

This study is aimed to evaluate the utility of Sentinel-2 imagery for monitoring exogenous organic matter (EOM) applied on winter wheat crop, using two spatial scales: proximal and satellite. From proximal sensing, multi-temporal spectral field measurements were taken on experimental fields consisti...

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Main Authors: Maxence Dodin, Florent Levavasseur, Antoine Savoie, Lucie Martin, Jean Foulon, Emmanuelle Vaudour
Format: Article
Language:English
Published: Taylor & Francis Group 2023-12-01
Series:Geocarto International
Subjects:
Online Access:http://dx.doi.org/10.1080/10106049.2023.2245371
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author Maxence Dodin
Florent Levavasseur
Antoine Savoie
Lucie Martin
Jean Foulon
Emmanuelle Vaudour
author_facet Maxence Dodin
Florent Levavasseur
Antoine Savoie
Lucie Martin
Jean Foulon
Emmanuelle Vaudour
author_sort Maxence Dodin
collection DOAJ
description This study is aimed to evaluate the utility of Sentinel-2 imagery for monitoring exogenous organic matter (EOM) applied on winter wheat crop, using two spatial scales: proximal and satellite. From proximal sensing, multi-temporal spectral field measurements were taken on experimental fields consisting of three treatments (cattle slurry, liquid and raw digestates) and a control throughout 46 days. From Sentinel-2 satellites, images were analysed before and after EOM application. For both sensing scales, EOM and vegetation indices were used. On any scale of observation, the digestates spread on emerging wheat were easily detectable in late winter, in contrast to spring spreading events which were hindered by the developed vegetation. The agglomerative hierarchical clustering from the EOM indices divided by EVI achieved to discriminate digestates at early and medium stages of vegetation growth. Our findings did not apply for cattle slurry, presumably because of both lower organic and dry matter contents.
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spelling doaj.art-2f15a50fd9be43b5a6f7f37d60c83a572023-09-19T09:13:18ZengTaylor & Francis GroupGeocarto International1010-60491752-07622023-12-0138110.1080/10106049.2023.22453712245371Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experimentMaxence Dodin0Florent Levavasseur1Antoine Savoie2Lucie Martin3Jean Foulon4Emmanuelle Vaudour5Université Paris-Saclay, INRAE, AgroParisTech, UMR EcoSysUniversité Paris-Saclay, INRAE, AgroParisTech, UMR EcoSysINRAE, UE PAOUniversité Paris-Saclay, INRAE, AgroParisTech, UMR EcoSysINRAE, UE PAOUniversité Paris-Saclay, INRAE, AgroParisTech, UMR EcoSysThis study is aimed to evaluate the utility of Sentinel-2 imagery for monitoring exogenous organic matter (EOM) applied on winter wheat crop, using two spatial scales: proximal and satellite. From proximal sensing, multi-temporal spectral field measurements were taken on experimental fields consisting of three treatments (cattle slurry, liquid and raw digestates) and a control throughout 46 days. From Sentinel-2 satellites, images were analysed before and after EOM application. For both sensing scales, EOM and vegetation indices were used. On any scale of observation, the digestates spread on emerging wheat were easily detectable in late winter, in contrast to spring spreading events which were hindered by the developed vegetation. The agglomerative hierarchical clustering from the EOM indices divided by EVI achieved to discriminate digestates at early and medium stages of vegetation growth. Our findings did not apply for cattle slurry, presumably because of both lower organic and dry matter contents.http://dx.doi.org/10.1080/10106049.2023.2245371remote sensingexogenous organic matterspectral measurementorganic fertilizerwinter wheat
spellingShingle Maxence Dodin
Florent Levavasseur
Antoine Savoie
Lucie Martin
Jean Foulon
Emmanuelle Vaudour
Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment
Geocarto International
remote sensing
exogenous organic matter
spectral measurement
organic fertilizer
winter wheat
title Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment
title_full Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment
title_fullStr Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment
title_full_unstemmed Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment
title_short Sentinel-2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop: a field spectroscopy experiment
title_sort sentinel 2 satellite images for monitoring cattle slurry and digestate spreading on emerging wheat crop a field spectroscopy experiment
topic remote sensing
exogenous organic matter
spectral measurement
organic fertilizer
winter wheat
url http://dx.doi.org/10.1080/10106049.2023.2245371
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