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Geolocation by Light
Following the Migration of Lesser Kestrels of Mongolia
Paul Millhouser GIS Consulting
The Challenge
• Denver Zoo conservation biologists are studying lesser kestrels in
Mongolia and need to understand their migratory patterns
• Literature is contradictory
• Lesser kestrels are small
• Wingspan of about 2 feet
• Weight of less than 8 ounces
• Satellite tracker costs $3000+
The Solution
• Light-based geolocators developed by the British Antarctic Survey for
seabird research
• Determine approximate latitude and longitude
• Longitude is determined by time of sunrise and sunset
• Latitude requires estimating length of day and knowing the zenith angle at
which the unit senses sunrise and sunset
• Cost per unit of ~$200
The Technology
• Geolocator consists of light sensor, clock, and memory embedded in clear
epoxy.
• Simply records average light intensity for the preceding two minutes for
each minute
• Location fixes determined in post-processing
Kestrel Capture: Bal-Chatri Trap
rap
Viewing the Data
• Unit is calibrated by measuring light levels at
known location
• Light level threshold set to reflect
sunrise/sunset times and elevation angles
Confounding Factors
• Dense cloud cover
• Tree canopy
• Artificial lights/full moons
• Equinox +/- 2 weeks
• Length of day approximately the same at different latitudes
• Assign lower confidence levels to transitions in that period
• Poor positioning of geolocator on bird
Processing the Data
• View each sunrise/sunset
• Automatically filter transitions resulting in impossibly short “nights”
• Manually delete transitions that are clearly erroneous
• Assign lower confidence levels to doubtful transitions
Mapping the Data: All Confidence Levels
Mapping the Data: High Confidence Only
Light Geolocator vs Satellite
Light Geolocator
• Low initial cost
• No ongoing expense
• Requires recapture
• Average error +/- 185 km
• Retrospective data
Satellite
• High initial cost
• Monthly subscription
• One capture only
• Highly accurate and precise
• Real time data
Acknowledgments
Thanks to John V. Azua, Jr., Curator of Birds, and Ganchimeg Wingard,
Mongolia Program Director, Denver Zoo
Photos and data courtesy of Denver Zoo
2016 conservation track:  geolocation by light: following the migration of lesser kestrels of mongolia by paul milhouser

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2016 conservation track: geolocation by light: following the migration of lesser kestrels of mongolia by paul milhouser

  • 1. Geolocation by Light Following the Migration of Lesser Kestrels of Mongolia Paul Millhouser GIS Consulting
  • 2.
  • 3. The Challenge • Denver Zoo conservation biologists are studying lesser kestrels in Mongolia and need to understand their migratory patterns • Literature is contradictory • Lesser kestrels are small • Wingspan of about 2 feet • Weight of less than 8 ounces • Satellite tracker costs $3000+
  • 4. The Solution • Light-based geolocators developed by the British Antarctic Survey for seabird research • Determine approximate latitude and longitude • Longitude is determined by time of sunrise and sunset • Latitude requires estimating length of day and knowing the zenith angle at which the unit senses sunrise and sunset • Cost per unit of ~$200
  • 5. The Technology • Geolocator consists of light sensor, clock, and memory embedded in clear epoxy. • Simply records average light intensity for the preceding two minutes for each minute • Location fixes determined in post-processing
  • 7. Viewing the Data • Unit is calibrated by measuring light levels at known location • Light level threshold set to reflect sunrise/sunset times and elevation angles
  • 8. Confounding Factors • Dense cloud cover • Tree canopy • Artificial lights/full moons • Equinox +/- 2 weeks • Length of day approximately the same at different latitudes • Assign lower confidence levels to transitions in that period • Poor positioning of geolocator on bird
  • 9. Processing the Data • View each sunrise/sunset • Automatically filter transitions resulting in impossibly short “nights” • Manually delete transitions that are clearly erroneous • Assign lower confidence levels to doubtful transitions
  • 10. Mapping the Data: All Confidence Levels
  • 11. Mapping the Data: High Confidence Only
  • 12.
  • 13.
  • 14. Light Geolocator vs Satellite Light Geolocator • Low initial cost • No ongoing expense • Requires recapture • Average error +/- 185 km • Retrospective data Satellite • High initial cost • Monthly subscription • One capture only • Highly accurate and precise • Real time data
  • 15. Acknowledgments Thanks to John V. Azua, Jr., Curator of Birds, and Ganchimeg Wingard, Mongolia Program Director, Denver Zoo Photos and data courtesy of Denver Zoo

Notas del editor

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