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An open source web GIS tool for analysis and visualization of elephant GPS telemetry data, alongside environmental and anthropogenic variables

Kabatha, Patrick LU (2018) In Master Thesis in Geographical Information Science GISM01 20181
Dept of Physical Geography and Ecosystem Science
Abstract
The movement and distribution of ecologically important herbivores such as elephants are of great significance to conservation biologist seeking to understand the fundamental triggers that influence their mobility and the extent to which these parameters affect how they utilize their immediate and surrounding resources. The recent advancement in animal tracking technology coupled with the availability of moderate to high-resolution satellite data, permits scientists to develop elephant cognitive maps of their adjacent environment, thus offering novel opportunities for research in the fields of wildlife movement ecology and the wider conservation biology.
This research study explored the use of an interactive web GIS application in... (More)
The movement and distribution of ecologically important herbivores such as elephants are of great significance to conservation biologist seeking to understand the fundamental triggers that influence their mobility and the extent to which these parameters affect how they utilize their immediate and surrounding resources. The recent advancement in animal tracking technology coupled with the availability of moderate to high-resolution satellite data, permits scientists to develop elephant cognitive maps of their adjacent environment, thus offering novel opportunities for research in the fields of wildlife movement ecology and the wider conservation biology.
This research study explored the use of an interactive web GIS application in mapping and visualization of elephant GPS telemetry data alongside other critical variables such a weather, environmental and anthropogenic factors - that are known to have a direct impact in determining presence/absence of elephants in a particular location. The web GIS approach allows for the automated processing, analysis, and visualization of Earth Observation data and the integration of the Elephant GPS Telemetry data, thus, permitting the end user to access, query, and visualize the time series datasets in a simple and intuitive graphical user interface.
This web GIS tool leveraged on the existing applications and modules such as: MODIS Reprojection Toolkit, ArcPy, and Python for automated preprocessing of the Earth Observation data; ArcGIS desktop and Movement Ecology Tool for developing customized elephant movement ecology products; PostgreSQL-PostGIS as the database server; Geoserver as the web GIS server and a host of other open source libraries such as HTML, ExtJS, GeoExt, OpenLayers and Python-CGI in the development of the web GIS application.
From the web GIS tool, we deduced that NDVI was the main biophysical factor that influenced the immediate movement and distribution of elephant, in comparison to other factors such as temperature and rainfall. The fragmented nature of ecosystem compounded with a high level of encroachment to protected areas also limited free movement of elephant within their home ranges. Female elephant spent more time in protected areas compared to their male counterpart in spite of their periodically visits’ to high risk zones at some point in time, most likely in search of vital elements such as salt or clay licks. All the three elephants had their home ranges extending through low elevated areas. There was also evidence of close association between these elephants as a result of their overlapping home ranges and close proximities at various stages such as during the male perennial hyperactivity (musth) episodes which coincided with the wet period. All the three elephants also had their core ranges closely overlapping with the existing riparian zones. (Less)
Popular Abstract
Elephants are among the most fascinating land-dwelling mammals, with the complex abilities to adapt and survive in different ecosystems and dynamic environment. Despite, their heavy food and water intakes, elephants poses an inherent capacity to cope through shifting their movement patterns to reduce competition with other animals including humans.
The movement and distribution of elephants are of great importance to ecologists seeking to understand the main triggers that influence their mobility and choice of space. This is critical in wildlife management and conservation planning in general. The use of animal Geographic Position System tracking and high-resolution satellite data has enabled wildlife researchers to understand when, why,... (More)
Elephants are among the most fascinating land-dwelling mammals, with the complex abilities to adapt and survive in different ecosystems and dynamic environment. Despite, their heavy food and water intakes, elephants poses an inherent capacity to cope through shifting their movement patterns to reduce competition with other animals including humans.
The movement and distribution of elephants are of great importance to ecologists seeking to understand the main triggers that influence their mobility and choice of space. This is critical in wildlife management and conservation planning in general. The use of animal Geographic Position System tracking and high-resolution satellite data has enabled wildlife researchers to understand when, why, how such ecologically important species utilize their resources.
This study explored the use of an interactive Web GIS tool for mapping and visualization of elephant movement and distribution as a factor of weather, environment and human related activities. This tool allows for automated processing, analysis and visualization of the results in a simple and intuitive web GIS graphical user interface. This web GIS tool was built on existing tools such as ArcGIS for desktop and Python, while, taking advantage of a wide range of open source libraries to develop the web GIS platform.
From this tool, we understood that NDVI was the key factor that influence the immediate movement and distribution of elephants, in comparison to other factors such as temperature and rainfall. The improper land use coupled with high human encroachment to protected areas limited the movement and distribution of elephants along traditional corridors and safe heavens. Female elephants seem to spend more time in protected areas than male elephants, despite the fact that they seem to periodically visit high risk zones at some point in time, most likely in search of vital elements such as salt or clay licks. There was also evidence of close interactions between the male elephant with his female counterparts as depicted by the overlapping home ranges, in addition to close proximities recorded during the male elephant hyperactivity episodes which coincided with the rain season. All the three elephants also seemed to spend a considerable amount of time within the riverine ecosystem. (Less)
Please use this url to cite or link to this publication:
author
Kabatha, Patrick LU
supervisor
organization
alternative title
Web GIS tool for visualization of elephant movement and distribution
course
GISM01 20181
year
type
H2 - Master's Degree (Two Years)
subject
keywords
geography, GIS, web GIS, web mapping, open source, wildlife, elephant, ecology, time series, GPS telemetry
publication/series
Master Thesis in Geographical Information Science
report number
88
language
English
id
8948632
alternative location
https://drive.google.com/open?id=1eUh3JTCh-Xhqx2nNTFoxk6cchyOoo5_E
date added to LUP
2018-06-16 11:55:18
date last changed
2018-06-16 11:55:18
@misc{8948632,
  abstract     = {{The movement and distribution of ecologically important herbivores such as elephants are of great significance to conservation biologist seeking to understand the fundamental triggers that influence their mobility and the extent to which these parameters affect how they utilize their immediate and surrounding resources. The recent advancement in animal tracking technology coupled with the availability of moderate to high-resolution satellite data, permits scientists to develop elephant cognitive maps of their adjacent environment, thus offering novel opportunities for research in the fields of wildlife movement ecology and the wider conservation biology. 
This research study explored the use of an interactive web GIS application in mapping and visualization of elephant GPS telemetry data alongside other critical variables such a weather, environmental and anthropogenic factors - that are known to have a direct impact in determining presence/absence of elephants in a particular location. The web GIS approach allows for the automated processing, analysis, and visualization of Earth Observation data and the integration of the Elephant GPS Telemetry data, thus, permitting the end user to access, query, and visualize the time series datasets in a simple and intuitive graphical user interface. 
This web GIS tool leveraged on the existing applications and modules such as: MODIS Reprojection Toolkit, ArcPy, and Python for automated preprocessing of the Earth Observation data; ArcGIS desktop and Movement Ecology Tool for developing customized elephant movement ecology products; PostgreSQL-PostGIS as the database server; Geoserver as the web GIS server and a host of other open source libraries such as HTML, ExtJS, GeoExt, OpenLayers and Python-CGI in the development of the web GIS application.
From the web GIS tool, we deduced that NDVI was the main biophysical factor that influenced the immediate movement and distribution of elephant, in comparison to other factors such as temperature and rainfall. The fragmented nature of ecosystem compounded with a high level of encroachment to protected areas also limited free movement of elephant within their home ranges. Female elephant spent more time in protected areas compared to their male counterpart in spite of their periodically visits’ to high risk zones at some point in time, most likely in search of vital elements such as salt or clay licks. All the three elephants had their home ranges extending through low elevated areas. There was also evidence of close association between these elephants as a result of their overlapping home ranges and close proximities at various stages such as during the male perennial hyperactivity (musth) episodes which coincided with the wet period. All the three elephants also had their core ranges closely overlapping with the existing riparian zones.}},
  author       = {{Kabatha, Patrick}},
  language     = {{eng}},
  note         = {{Student Paper}},
  series       = {{Master Thesis in Geographical Information Science}},
  title        = {{An open source web GIS tool for analysis and visualization of elephant GPS telemetry data, alongside environmental and anthropogenic variables}},
  year         = {{2018}},
}