Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography

Annual grasslands are an essential component of oak savanna ecosystems as the primary source of fodder for livestock and wildlife. Drought resistance adaptation has led them to complete their life cycle before serious soil and plant water deficits develop, resulting in a close link between grass phe...

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Main Authors: Pedro J. Gómez-Giráldez, María J. Pérez-Palazón, María J. Polo, María P. González-Dugo
Format: Article
Language:English
Published: MDPI AG 2020-02-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/12/4/600
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spelling doaj-4a5e5c74b482469fbdc61bd5350edb0d2020-11-25T02:36:04ZengMDPI AGRemote Sensing2072-42922020-02-0112460010.3390/rs12040600rs12040600Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial PhotographyPedro J. Gómez-Giráldez0María J. Pérez-Palazón1María J. Polo2María P. González-Dugo3IFAPA. Institute of Agricultural and Fisheries Research and Training of Andalusia. Avd. Menéndez Pidal s/n, 14071 Córdoba, SpainFluvial Dynamics and Hydrology Research Group. Andalusian Institute for Earth System Research. University of Cordoba. Campus Rabanales, Edificio Leonardo Da Vinci, Área de Ingeniería Hidráulica, 14014 Córdoba, SpainFluvial Dynamics and Hydrology Research Group. Andalusian Institute for Earth System Research. University of Cordoba. Campus Rabanales, Edificio Leonardo Da Vinci, Área de Ingeniería Hidráulica, 14014 Córdoba, SpainIFAPA. Institute of Agricultural and Fisheries Research and Training of Andalusia. Avd. Menéndez Pidal s/n, 14071 Córdoba, SpainAnnual grasslands are an essential component of oak savanna ecosystems as the primary source of fodder for livestock and wildlife. Drought resistance adaptation has led them to complete their life cycle before serious soil and plant water deficits develop, resulting in a close link between grass phenology and soil water dynamics. In this work, these links were explored using a combination of terrestrial photography, satellite imagery and hydrological ground measurements. We obtained key phenological parameters of the grass cycle from terrestrial camera data using the Green Chromatic Coordinate (GCCc) index. These parameters were compared with those provided by time-series of vegetation indices (VI) obtained from Sentinel-2 (S2) satellites and time-series of abiotic variables, which defined the hydrology of the system. The results showed that the phenological parameters estimated by the S2 Normalized Difference Vegetation Index (NDVI) (r = 0.83, p < 0.001) and soil moisture (SM) (r = 0.75, p < 0.001) presented the best agreement with ground-derived observations compared to those provided by other vegetation indices and abiotic variables. The study of NDVI and SM dynamics, that was extended over four growing seasons (July 2015−May 2019), showed that the seasonality of both variables was highly synchronized, with the best agreements at the beginning and at the end of the dry seasons. However, stage changes were estimated first by SM, followed by NDVI, with a delay of between 3 and 10 days. These results support the use of a multi-approach method to monitor the phenology and the influence of the soil moisture dynamic under the study conditions.https://www.mdpi.com/2072-4292/12/4/600vegetation indicesoak-grass savannaphenologyhydrologysentinel-2
collection DOAJ
language English
format Article
sources DOAJ
author Pedro J. Gómez-Giráldez
María J. Pérez-Palazón
María J. Polo
María P. González-Dugo
spellingShingle Pedro J. Gómez-Giráldez
María J. Pérez-Palazón
María J. Polo
María P. González-Dugo
Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography
Remote Sensing
vegetation indices
oak-grass savanna
phenology
hydrology
sentinel-2
author_facet Pedro J. Gómez-Giráldez
María J. Pérez-Palazón
María J. Polo
María P. González-Dugo
author_sort Pedro J. Gómez-Giráldez
title Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography
title_short Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography
title_full Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography
title_fullStr Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography
title_full_unstemmed Monitoring Grass Phenology and Hydrological Dynamics of an Oak–Grass Savanna Ecosystem Using Sentinel-2 and Terrestrial Photography
title_sort monitoring grass phenology and hydrological dynamics of an oak–grass savanna ecosystem using sentinel-2 and terrestrial photography
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2020-02-01
description Annual grasslands are an essential component of oak savanna ecosystems as the primary source of fodder for livestock and wildlife. Drought resistance adaptation has led them to complete their life cycle before serious soil and plant water deficits develop, resulting in a close link between grass phenology and soil water dynamics. In this work, these links were explored using a combination of terrestrial photography, satellite imagery and hydrological ground measurements. We obtained key phenological parameters of the grass cycle from terrestrial camera data using the Green Chromatic Coordinate (GCCc) index. These parameters were compared with those provided by time-series of vegetation indices (VI) obtained from Sentinel-2 (S2) satellites and time-series of abiotic variables, which defined the hydrology of the system. The results showed that the phenological parameters estimated by the S2 Normalized Difference Vegetation Index (NDVI) (r = 0.83, p < 0.001) and soil moisture (SM) (r = 0.75, p < 0.001) presented the best agreement with ground-derived observations compared to those provided by other vegetation indices and abiotic variables. The study of NDVI and SM dynamics, that was extended over four growing seasons (July 2015−May 2019), showed that the seasonality of both variables was highly synchronized, with the best agreements at the beginning and at the end of the dry seasons. However, stage changes were estimated first by SM, followed by NDVI, with a delay of between 3 and 10 days. These results support the use of a multi-approach method to monitor the phenology and the influence of the soil moisture dynamic under the study conditions.
topic vegetation indices
oak-grass savanna
phenology
hydrology
sentinel-2
url https://www.mdpi.com/2072-4292/12/4/600
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