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GEOGRAPHIC INFORMATION SYSTEM AND
REMOTE SENSING FOR WIDLIFE
CONSERVATION
B. Buuveibaatar
Wildlife Conservation Society
Outline
1. Movements of Asiatic wild ass or khulan
2. Movements of goitered gazelle
3. Ground-based ungulate survey - population
estimates and habitat modeling
Target species
Khulan Goitered gazelle
Status: Endangered Vulnerable
CMS: Appendix II Appendix II
Threats: Illegal hunting, habitat fragmentation,
direct and indirect habitat loss
Global range of khulan
Global range of goitered gazelle
• Identify critical habitat
• Estimate population size
• Determine factors influencing their
distribution
Project goals
Background
1. Movements of khulan
Vectronic GPS collar
• Overall weight 950 g
• Collect a GPS location every 1h
• Store temperature and activity data
• Battery life 2 year
Area 2
Capture locations of the collared khulan
20 animals collared in August 2013 (7 females & 13 males),
collected 291,077 GPS locations until August 2015
20 khulan monitored for 2 years
(291,077 GPS locations)
Total range of all khulan
(100% Minimum Convex
Polygon): 94,191 km²
Individual ranges: 11,000 – 63,000 km²
On average 29% (range = 8-60%) of khulan locations were in PAs
Large ranges, certain hot-spots
Results
yellow = low, blue = high
--> The 10-30 km restricted entry zone the international
border seems to constitute important winter habitat
--> The Small Gobi “B” SPA and the area north of the
SPA seem to constitute important summer habitat
Critical water points for khulan
--> Several specific water points receive heavy
and repeated use
2. Movements of goitered gazelles
Collar release device
Solar panel
Battery
Antenna
The Sirtrack GPS collar
• Overall weight 450 g
• Battery life 1.5 year
• Collect a GPS location
every 2h
• Store temperature and
activity data
Goitered gazelle capture sites
10 animals collared in Sep 2014 (5 females & 5 males),
collected > 32,000 GPS locations until Jan 2016
Movements (Sep 2014 – Jan 2016)
Only 7% of overall locations
observed in a protected area
Individual range = 664 – 4,988 km2
Movements paths of gazelles in relation to surface water
Surface water determines distribution of gazelles in dry season
Survey extent – 98,216 sq.km,
Survey effort – 3,464 km
3. The ground-based ungulate survey
Field surveys
2012 – Autumn
2013, 2014, 2015 – Spring
Population estimates
Results
• Abundance estimate of 35,899 (CV = 18%)
khulan and 28,462 (CV = 15%) goitered gazelles
--> Southern Gobi supports the world’s largest population
of khulan and goitered gazelles
Layers
NDVI (MODIS)
Slope (DEM)
Household Surface water
Elevation (30 m DEM)
Disturbance (TNC)
Spatial modeling
Spatial modeling
5 km
N = 724Geospatial Modelling Environment
Model development
• Generalized Linear Mixed Model
• Binomial error distribution
• Random effect - Year
• Model selection AIC
Full model: ungulate ~ NDVI + disturbance +
household + elevation + slope + water + (1|year)
Importance of predictor variables explaining
spatial distribution of ungulates
Cumulative effects of human
associated factors (82% for khulan and
65% for goitered gazelle) were higher
than environmental variables
Autumn 2012
Khulan habitat: 0.55%
Spring 2013
Spring 2014 Spring 2015
Khulan habitat: 0.48%
Khulan habitat: 0.45% khulan habitat: 0.51%
Khulan habitat (probability threshold >0.5) during 2012-2015
Goitered gazelle habitat (probability > 0.5) during 2012-2015
Autumn 2012
Gazelle habitat: 0.55%
Spring 2013
Spring 2014 Spring 2015
Gazelle habitat: 0.51%
Gazelle habitat: 0.53% Gazelle habitat: 0.50%
Conclusions
Conclusions
• Southern Gobi supports the world’s largest
population of khulan and goitered gazelles
• Surface water predominantly determine the
distribution of the two species during the dry seasons
• Human associated factors influence suitable habitats
of the ungulates during spring
• About 27% of khulan and 23% of goitered gazelle
suitable habitats were located within four protected
areas
• GIS and RS are important tool for conservation
planning of wildlife conservation
Acknowledgement
 University of Veterinary Medicine, Vienna
 Institute of General and Experimental Biology
 State Central Veterinary Laboratory
 Dornogobi Environmental Protection Agency
Sustainability East Asia
Oyu Tolgoi, LLC
Questions?
Photo by P. Kaczensky

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Wcs buuveibaatar

  • 1. GEOGRAPHIC INFORMATION SYSTEM AND REMOTE SENSING FOR WIDLIFE CONSERVATION B. Buuveibaatar Wildlife Conservation Society
  • 2. Outline 1. Movements of Asiatic wild ass or khulan 2. Movements of goitered gazelle 3. Ground-based ungulate survey - population estimates and habitat modeling
  • 3. Target species Khulan Goitered gazelle Status: Endangered Vulnerable CMS: Appendix II Appendix II Threats: Illegal hunting, habitat fragmentation, direct and indirect habitat loss
  • 5. Global range of goitered gazelle
  • 6. • Identify critical habitat • Estimate population size • Determine factors influencing their distribution Project goals Background
  • 8. Vectronic GPS collar • Overall weight 950 g • Collect a GPS location every 1h • Store temperature and activity data • Battery life 2 year
  • 9. Area 2 Capture locations of the collared khulan 20 animals collared in August 2013 (7 females & 13 males), collected 291,077 GPS locations until August 2015
  • 10. 20 khulan monitored for 2 years (291,077 GPS locations) Total range of all khulan (100% Minimum Convex Polygon): 94,191 km² Individual ranges: 11,000 – 63,000 km²
  • 11. On average 29% (range = 8-60%) of khulan locations were in PAs
  • 12. Large ranges, certain hot-spots Results yellow = low, blue = high --> The 10-30 km restricted entry zone the international border seems to constitute important winter habitat --> The Small Gobi “B” SPA and the area north of the SPA seem to constitute important summer habitat
  • 13. Critical water points for khulan --> Several specific water points receive heavy and repeated use
  • 14. 2. Movements of goitered gazelles
  • 15. Collar release device Solar panel Battery Antenna The Sirtrack GPS collar • Overall weight 450 g • Battery life 1.5 year • Collect a GPS location every 2h • Store temperature and activity data
  • 16. Goitered gazelle capture sites 10 animals collared in Sep 2014 (5 females & 5 males), collected > 32,000 GPS locations until Jan 2016
  • 17. Movements (Sep 2014 – Jan 2016) Only 7% of overall locations observed in a protected area Individual range = 664 – 4,988 km2
  • 18. Movements paths of gazelles in relation to surface water Surface water determines distribution of gazelles in dry season
  • 19. Survey extent – 98,216 sq.km, Survey effort – 3,464 km 3. The ground-based ungulate survey
  • 20. Field surveys 2012 – Autumn 2013, 2014, 2015 – Spring
  • 21. Population estimates Results • Abundance estimate of 35,899 (CV = 18%) khulan and 28,462 (CV = 15%) goitered gazelles --> Southern Gobi supports the world’s largest population of khulan and goitered gazelles
  • 22. Layers NDVI (MODIS) Slope (DEM) Household Surface water Elevation (30 m DEM) Disturbance (TNC) Spatial modeling
  • 23. Spatial modeling 5 km N = 724Geospatial Modelling Environment
  • 24. Model development • Generalized Linear Mixed Model • Binomial error distribution • Random effect - Year • Model selection AIC Full model: ungulate ~ NDVI + disturbance + household + elevation + slope + water + (1|year)
  • 25. Importance of predictor variables explaining spatial distribution of ungulates Cumulative effects of human associated factors (82% for khulan and 65% for goitered gazelle) were higher than environmental variables
  • 26. Autumn 2012 Khulan habitat: 0.55% Spring 2013 Spring 2014 Spring 2015 Khulan habitat: 0.48% Khulan habitat: 0.45% khulan habitat: 0.51% Khulan habitat (probability threshold >0.5) during 2012-2015
  • 27. Goitered gazelle habitat (probability > 0.5) during 2012-2015 Autumn 2012 Gazelle habitat: 0.55% Spring 2013 Spring 2014 Spring 2015 Gazelle habitat: 0.51% Gazelle habitat: 0.53% Gazelle habitat: 0.50%
  • 28. Conclusions Conclusions • Southern Gobi supports the world’s largest population of khulan and goitered gazelles • Surface water predominantly determine the distribution of the two species during the dry seasons • Human associated factors influence suitable habitats of the ungulates during spring • About 27% of khulan and 23% of goitered gazelle suitable habitats were located within four protected areas • GIS and RS are important tool for conservation planning of wildlife conservation
  • 29. Acknowledgement  University of Veterinary Medicine, Vienna  Institute of General and Experimental Biology  State Central Veterinary Laboratory  Dornogobi Environmental Protection Agency Sustainability East Asia Oyu Tolgoi, LLC