NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas

In this study we analyse the correlation between the spatial positions of <i>Capra ibex</i> (mountain goat) on an hourly basis and the information obtained from vegetation indices extracted from Landsat 8 datasets. Eight individuals were tagged with a collar with a GNSS receiver and thei...

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Main Authors: F. Pirotti, M. A. Parraga, E. Sturaro, M. Dubbini, A. Masiero, M. Ramanzin
Format: Article
Language:English
Published: Copernicus Publications 2014-09-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7/147/2014/isprsarchives-XL-7-147-2014.pdf
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spelling doaj-c888dfd186174667a3951fa87ea48c362020-11-24T21:41:22ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342014-09-01XL-714715310.5194/isprsarchives-XL-7-147-2014NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain AreasF. Pirotti0M. A. Parraga1E. Sturaro2M. Dubbini3A. Masiero4M. Ramanzin5CIRGEO Interdepartmental Research Center of Geomatics, University of Padova, viale dell’Università 16, 35020 Legnaro (PD) ItalyDAFNAE Department of Agronomy Food Natural Resources Animal and Environment, University of Padova, viale dell’Università 16, 35020 Legnaro (PD) ItalyDAFNAE Department of Agronomy Food Natural Resources Animal and Environment, University of Padova, viale dell’Università 16, 35020 Legnaro (PD) ItalyDAFNAE Department of Agronomy Food Natural Resources Animal and Environment, University of Padova, viale dell’Università 16, 35020 Legnaro (PD) ItalyCIRGEO Interdepartmental Research Center of Geomatics, University of Padova, viale dell’Università 16, 35020 Legnaro (PD) ItalyDAFNAE Department of Agronomy Food Natural Resources Animal and Environment, University of Padova, viale dell’Università 16, 35020 Legnaro (PD) ItalyIn this study we analyse the correlation between the spatial positions of <i>Capra ibex</i> (mountain goat) on an hourly basis and the information obtained from vegetation indices extracted from Landsat 8 datasets. Eight individuals were tagged with a collar with a GNSS receiver and their position was recorded every hour since the beginning of 2013 till 2014 (still ongoing); a total of 16 Landsat 8 cloud-free datasets overlapped that area during that time period. All images were brought to a reference radiometric level and NDVI was calculated. To assess behaviour of animal movement, NDVI values were extracted at each position (i.e. every hour). A daily "area of influence" was calculated by spatially creating a convex hull perimeter around the 24 points relative to each day, and then applying a 120 m buffer (figure 4). In each buffer a set of 24 points was randomly chosen and NDVI values again extracted. Statistical analysis and significance testing supported the hypothesis of the pseudo-random NDVI values to be have, in average, lower values than the real NDVI values, with a <i>p</i> value of 0.129 for not paired <i>t</i> test and <i>p</i> value of < 0.001 for pairwise <i>t</i> test. This is still a first study which will go more in depth in near future by testing models to see if the animal movements in different periods of the year follow in some way the phenological stage of vegetation. Different aspects have to be accounted for, such as the behaviour of animals when not feeding (e.g. resting) and the statistical significance of daily distributions, which might be improved by analysing broader gaps of time.http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7/147/2014/isprsarchives-XL-7-147-2014.pdf
collection DOAJ
language English
format Article
sources DOAJ
author F. Pirotti
M. A. Parraga
E. Sturaro
M. Dubbini
A. Masiero
M. Ramanzin
spellingShingle F. Pirotti
M. A. Parraga
E. Sturaro
M. Dubbini
A. Masiero
M. Ramanzin
NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet F. Pirotti
M. A. Parraga
E. Sturaro
M. Dubbini
A. Masiero
M. Ramanzin
author_sort F. Pirotti
title NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas
title_short NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas
title_full NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas
title_fullStr NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas
title_full_unstemmed NDVI from Landsat 8 Vegetation Indices to Study Movement Dynamics of Capra Ibex in Mountain Areas
title_sort ndvi from landsat 8 vegetation indices to study movement dynamics of capra ibex in mountain areas
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2014-09-01
description In this study we analyse the correlation between the spatial positions of <i>Capra ibex</i> (mountain goat) on an hourly basis and the information obtained from vegetation indices extracted from Landsat 8 datasets. Eight individuals were tagged with a collar with a GNSS receiver and their position was recorded every hour since the beginning of 2013 till 2014 (still ongoing); a total of 16 Landsat 8 cloud-free datasets overlapped that area during that time period. All images were brought to a reference radiometric level and NDVI was calculated. To assess behaviour of animal movement, NDVI values were extracted at each position (i.e. every hour). A daily "area of influence" was calculated by spatially creating a convex hull perimeter around the 24 points relative to each day, and then applying a 120 m buffer (figure 4). In each buffer a set of 24 points was randomly chosen and NDVI values again extracted. Statistical analysis and significance testing supported the hypothesis of the pseudo-random NDVI values to be have, in average, lower values than the real NDVI values, with a <i>p</i> value of 0.129 for not paired <i>t</i> test and <i>p</i> value of < 0.001 for pairwise <i>t</i> test. This is still a first study which will go more in depth in near future by testing models to see if the animal movements in different periods of the year follow in some way the phenological stage of vegetation. Different aspects have to be accounted for, such as the behaviour of animals when not feeding (e.g. resting) and the statistical significance of daily distributions, which might be improved by analysing broader gaps of time.
url http://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7/147/2014/isprsarchives-XL-7-147-2014.pdf
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