The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images
The main aim of this research was to determine the impact of drought (in 2015) on forests stand condition using remote sensing and statistical techniques. The study was based on the analysis of vegetation indices calculated from a series of Landsat-8 OLI satellite images covering the 2014 and 2015 g...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Sciendo
2019-03-01
|
Series: | Forest Research Papers |
Subjects: | |
Online Access: | https://doi.org/10.2478/frp-2019-0005 |
id |
doaj-4f7fee61b0144aabad32f40da35f22fc |
---|---|
record_format |
Article |
spelling |
doaj-4f7fee61b0144aabad32f40da35f22fc2021-09-05T21:01:05ZengSciendoForest Research Papers2082-89262019-03-01801556810.2478/frp-2019-0005frp-2019-0005The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI imagesNasiłowska Sylwia A.0Kotlarz Jan1Kacprzak Mariusz2Rynkiewicz Alicja3Rotchimmel Karol4Kubiak Katarzyna5Remote Sensing Division, Institute of Aviation, al. Krakowska 110/114, 02–256Warsaw, PolandRemote Sensing Division, Institute of Aviation, al. Krakowska 110/114, 02–256Warsaw, PolandRemote Sensing Division, Institute of Aviation, al. Krakowska 110/114, 02–256Warsaw, PolandRemote Sensing Division, Institute of Aviation, al. Krakowska 110/114, 02–256Warsaw, PolandRemote Sensing Division, Institute of Aviation, al. Krakowska 110/114, 02–256Warsaw, PolandRemote Sensing Division, Institute of Aviation, al. Krakowska 110/114, 02–256Warsaw, PolandThe main aim of this research was to determine the impact of drought (in 2015) on forests stand condition using remote sensing and statistical techniques. The study was based on the analysis of vegetation indices calculated from a series of Landsat-8 OLI satellite images covering the 2014 and 2015 growing seasons. Various tree biophysical and physical parameters as well as forest habitat characteristics were tested in order to find the most significant factors affecting drought resistance. Three approaches were used: (i) index differences, (ii) PCA analysis, and (iii) ANOVA statistical analysis. All three approaches used in this study indicate that forest biodiversity is the most important factor determining habitat response to stress conditions. Coniferous and mixed tree habitats were less sensitive than deciduous ones. Statistical analysis revealed the relationship between stress and soil types, as those more permeable were less dependent on rainwater. The highest stress was found for precipitation-dependent gley soils. Undergrowth density and height were also indicated as important factors inducing habitat response to a changing weather situation. All the results confirmed the usefulness of mid-infrared based indices for water shortage monitoring in forests. They confirmed that habitat biodiversity has a positive effect on its resistance to stressful conditions. Also forest type (conifer/deciduous) determines it’s sensitivity. Precipitation and groundwater shortages have different effects on the forest condition depending on soil type.https://doi.org/10.2478/frp-2019-0005droughtforestlandsat-8 olibiodiversitypcavegetation indices |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Nasiłowska Sylwia A. Kotlarz Jan Kacprzak Mariusz Rynkiewicz Alicja Rotchimmel Karol Kubiak Katarzyna |
spellingShingle |
Nasiłowska Sylwia A. Kotlarz Jan Kacprzak Mariusz Rynkiewicz Alicja Rotchimmel Karol Kubiak Katarzyna The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images Forest Research Papers drought forest landsat-8 oli biodiversity pca vegetation indices |
author_facet |
Nasiłowska Sylwia A. Kotlarz Jan Kacprzak Mariusz Rynkiewicz Alicja Rotchimmel Karol Kubiak Katarzyna |
author_sort |
Nasiłowska Sylwia A. |
title |
The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images |
title_short |
The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images |
title_full |
The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images |
title_fullStr |
The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images |
title_full_unstemmed |
The impact of drought in 2015 on the health forest condition determined using Landsat-8 OLI images |
title_sort |
impact of drought in 2015 on the health forest condition determined using landsat-8 oli images |
publisher |
Sciendo |
series |
Forest Research Papers |
issn |
2082-8926 |
publishDate |
2019-03-01 |
description |
The main aim of this research was to determine the impact of drought (in 2015) on forests stand condition using remote sensing and statistical techniques. The study was based on the analysis of vegetation indices calculated from a series of Landsat-8 OLI satellite images covering the 2014 and 2015 growing seasons. Various tree biophysical and physical parameters as well as forest habitat characteristics were tested in order to find the most significant factors affecting drought resistance. Three approaches were used: (i) index differences, (ii) PCA analysis, and (iii) ANOVA statistical analysis. All three approaches used in this study indicate that forest biodiversity is the most important factor determining habitat response to stress conditions. Coniferous and mixed tree habitats were less sensitive than deciduous ones. Statistical analysis revealed the relationship between stress and soil types, as those more permeable were less dependent on rainwater. The highest stress was found for precipitation-dependent gley soils. Undergrowth density and height were also indicated as important factors inducing habitat response to a changing weather situation. All the results confirmed the usefulness of mid-infrared based indices for water shortage monitoring in forests. They confirmed that habitat biodiversity has a positive effect on its resistance to stressful conditions. Also forest type (conifer/deciduous) determines it’s sensitivity. Precipitation and groundwater shortages have different effects on the forest condition depending on soil type. |
topic |
drought forest landsat-8 oli biodiversity pca vegetation indices |
url |
https://doi.org/10.2478/frp-2019-0005 |
work_keys_str_mv |
AT nasiłowskasylwiaa theimpactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT kotlarzjan theimpactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT kacprzakmariusz theimpactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT rynkiewiczalicja theimpactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT rotchimmelkarol theimpactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT kubiakkatarzyna theimpactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT nasiłowskasylwiaa impactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT kotlarzjan impactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT kacprzakmariusz impactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT rynkiewiczalicja impactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT rotchimmelkarol impactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages AT kubiakkatarzyna impactofdroughtin2015onthehealthforestconditiondeterminedusinglandsat8oliimages |
_version_ |
1717781592754094080 |