dc.description.abstract |
As natural habitats continue to decrease and become fragmented, pressure
increases to better understand the complex systems of species-habitat interactions and the
spatial scale at which habitat characteristics are measured. I explored the relative
importance of habitat heterogeneity and productivity, at multiple spatial scales, as
predictors of species richness in 19 vertebrate guilds across 3 taxonomic classes, birds,
frogs, and mammals. Habitat heterogeneity and productivity metrics were derived from
LiDAR and hyperspectral data obtained from the National Ecological Observatory
Network’s airborne observation platform. A combination of passive acoustic monitors
and camera traps, provided species occurrence data of birds, frogs, and mammals.
Species richness of each group was modeled based on their detectability using a Bayesian
multi-species occupancy model. To select the most appropriate scale of habitat
characteristics for each guild, I systematically calculated the receiver operating characteristic area under the curve for each model iteration, quantifying the uncertainty in
model predictions with each scale.
Performance of the models depended on the spatial scale at which habitat
heterogeneity and productivity were measured, and were different for each taxonomic
group. Frog and bat species richness were most strongly related to habitat heterogeneity
and productivity measurements within a 20m radius of the survey location. Bird species
richness, regardless of guild type, had an optimal scale of an 80m radius. Terrestrial
mammal richness was optimal at a 180-meter radius buffer. Results indicated the
appropriate scale for each taxon is at, or smaller in area than seasonal or home range
areas for these taxa.
The relative influence of habitat heterogeneity and productivity were further
investigated for bird species richness with indicator variable methods. Productivity
resulted as the most important factor for species richness within bird guilds. Habitat
heterogeneity was not influential for guild specific species richness. When all bird
species were assessed together habitat heterogeneity and productivity were both
important in determining species richness with habitat heterogeneity having a stronger
effect overall. The utility of fine resolution measures of habitat heterogeneity and
productivity are important determinants of species richness across local landscapes for
different taxa and point to key measures for conservation management planning. For
birds, focused efforts on increased understory vegetation, heterogeneity in productivity,
and vertical structure are predicted to yield higher avian species richness, prioritizing a
mosaic of early and late successional habitats with small localized disturbances. |
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