Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.

Forest stand reflectance at the canopy level results from various factors, such as vegetation chemical properties, leaf morphology, canopy structure, and tree sizes. These factors are dependent on the species, age, and health statuses of trees, as well as the site conditions. Sentinel-2 imagery with...

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Main Authors: Ewa Grabska, Jarosław Socha
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0248459
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spelling doaj-b62405cd38934bf3aab10f75273400292021-03-28T04:30:25ZengPublic Library of Science (PLoS)PLoS ONE1932-62032021-01-01163e024845910.1371/journal.pone.0248459Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.Ewa GrabskaJarosław SochaForest stand reflectance at the canopy level results from various factors, such as vegetation chemical properties, leaf morphology, canopy structure, and tree sizes. These factors are dependent on the species, age, and health statuses of trees, as well as the site conditions. Sentinel-2 imagery with the high spatial, spectral, and temporal resolution, has enabled analysis of the relationships between vegetation properties and their spectral responses at large spatial scales. A comprehensive study of these relationships is needed to understand the drivers of vegetation spectral patterns and is essential from the point of view of remote sensing data interpretation. Our study aimed to quantify the site and forest parameters affecting forest stands reflectance. The analysis was conducted for common beech-, silver fir- and Scots pine-dominated stands in a mountainous area of the Polish Carpathians. The effect of stands and site properties on reflectance in different parts of the growing season was captured using the dense time series provided by Sentinel-2 from 2018-2019. The results indicate that the reflectance of common beech stands is mainly influenced by elevation, particularly during spring and autumn. Other factors influencing beech stand reflectance include the share of the broadleaved understory, aspect, and, during summer, the age of stands. The reflectance of coniferous species, i.e., Scots pine and silver fir, is mainly influenced by the age and stand properties, namely the crown closure and stand density. The age is a primary driver for silver fir stands reflectance changes, while the stand properties have a large impact on Scots pine stands reflectance. Also, the understory influences Scots pine stands reflectance, while there appears to be no impact on silver fir stands. The influence of the abovementioned factors is highly diverse, depending on the used band and time of the season.https://doi.org/10.1371/journal.pone.0248459
collection DOAJ
language English
format Article
sources DOAJ
author Ewa Grabska
Jarosław Socha
spellingShingle Ewa Grabska
Jarosław Socha
Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.
PLoS ONE
author_facet Ewa Grabska
Jarosław Socha
author_sort Ewa Grabska
title Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.
title_short Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.
title_full Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.
title_fullStr Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.
title_full_unstemmed Evaluating the effect of stand properties and site conditions on the forest reflectance from Sentinel-2 time series.
title_sort evaluating the effect of stand properties and site conditions on the forest reflectance from sentinel-2 time series.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2021-01-01
description Forest stand reflectance at the canopy level results from various factors, such as vegetation chemical properties, leaf morphology, canopy structure, and tree sizes. These factors are dependent on the species, age, and health statuses of trees, as well as the site conditions. Sentinel-2 imagery with the high spatial, spectral, and temporal resolution, has enabled analysis of the relationships between vegetation properties and their spectral responses at large spatial scales. A comprehensive study of these relationships is needed to understand the drivers of vegetation spectral patterns and is essential from the point of view of remote sensing data interpretation. Our study aimed to quantify the site and forest parameters affecting forest stands reflectance. The analysis was conducted for common beech-, silver fir- and Scots pine-dominated stands in a mountainous area of the Polish Carpathians. The effect of stands and site properties on reflectance in different parts of the growing season was captured using the dense time series provided by Sentinel-2 from 2018-2019. The results indicate that the reflectance of common beech stands is mainly influenced by elevation, particularly during spring and autumn. Other factors influencing beech stand reflectance include the share of the broadleaved understory, aspect, and, during summer, the age of stands. The reflectance of coniferous species, i.e., Scots pine and silver fir, is mainly influenced by the age and stand properties, namely the crown closure and stand density. The age is a primary driver for silver fir stands reflectance changes, while the stand properties have a large impact on Scots pine stands reflectance. Also, the understory influences Scots pine stands reflectance, while there appears to be no impact on silver fir stands. The influence of the abovementioned factors is highly diverse, depending on the used band and time of the season.
url https://doi.org/10.1371/journal.pone.0248459
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