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Modeling and Visualizing Species Movement Presented at: NASA Joint Science Workshop on Biodiversity,...
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Transcript of Modeling and Visualizing Species Movement Presented at: NASA Joint Science Workshop on Biodiversity,...
Modeling and Visualizing Species MovementModeling and Visualizing Species Movement
Presented at: NASA Joint Science Workshop onPresented at: NASA Joint Science Workshop onBiodiversity, Terrestrial Ecology, and Applied ScienceBiodiversity, Terrestrial Ecology, and Applied Science
College Park, Maryland, August 21-25, 2006College Park, Maryland, August 21-25, 2006
Funding: NASA NCC2-1186 & NCC13-03009, NSF DEB 0074444 & DEB-0413570, and NPS
Fred WatsonFred Watson11
Simon CornishSimon Cornish11
Bob GarrottBob Garrott22
PJ WhitePJ White3 3
Rick WallenRick Wallen33
Susan AlexanderSusan Alexander11
Wendi NewmanWendi Newman11
Thor AndersonThor Anderson11
Jon DetkaJon Detka11
Jason BruggemanJason Bruggeman22
11California State University Monterey BayCalifornia State University Monterey Bay22Montana State University BozemanMontana State University Bozeman
33National Park ServiceNational Park Service
National Parks ServiceNational Parks Servicebison monitoring & management activitiesbison monitoring & management activities
A selection of productsA selection of productsin the pipelinein the pipeline
• Landscape visualization kiosk– Canyon Visitor Education Center
• Real-time snowpack modeling– Information that supports bison management at the boundary
• Landscape inputs to wildlife studies– The hard science upon which policy is based
• A model for predicting species movement– Potential contributions to any application where species move:
• biodiversity• invasive species• ecological forecasting• disease vectors
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Oct Nov Dec Jan Feb Mar Apr
Sn
ow
fre
e ar
ea
Gardiner area Mammoth area
Swan area Blacktail area
Landscape model (snowpack)Landscape model (snowpack)helps inform decision on when to release bisonhelps inform decision on when to release bison
Optimal time for release?
Landscape inputs to wildlife studiesLandscape inputs to wildlife studies
Pr( Use of location by species )
=
f ( Landscape covariates,,,Temporal covariates,,, )
Landscape inputs to wildlife studiesLandscape inputs to wildlife studies
Probability of bison Probability of bison corridor travelcorridor travel
(Bruggeman et al., submitted)(Bruggeman et al., submitted)
Some false positivesSome false positives
Probability of bison Probability of bison corridor travelcorridor travel
(Bruggeman et al., submitted)(Bruggeman et al., submitted)
Bison distribution & Bison distribution & landscape covariateslandscape covariates
VegetationVegetation
SlopeSlope
SnowpackSnowpack
Bison utilization distribution:Bison utilization distribution:Habitat-selection analysisHabitat-selection analysis
using standard Resource Selection Functions (RSFs)using standard Resource Selection Functions (RSFs)
Two paradigmsTwo paradigms
1. Pr( Use ) =
f ( Landscape covariates )
2. Pr( Use ) =
f (Distance to previous locations)
A new approach:A new approach:Selective Computational Diffusion (SCD)Selective Computational Diffusion (SCD)
Pr( Use here ) =Pr( Use next door ) * f ( Landscape here )
Iterated many times (computationally demanding)