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Full-Text Articles in Life Sciences
Improved Supervised Classification Of Accelerometry Data To Distinguish Behaviors Of Soaring Birds, Maitreyi Sur, Srisarguru Sridhar
Improved Supervised Classification Of Accelerometry Data To Distinguish Behaviors Of Soaring Birds, Maitreyi Sur, Srisarguru Sridhar
Biology Faculty Publications and Presentations
Soaring birds can balance the energetic costs of movement by switching between flapping, soaring and gliding flight. Accelerometers can allow quantification of flight behavior and thus a context to interpret these energetic costs. However, models to interpret accelerometry data are still being developed, rarely trained with supervised datasets, and difficult to apply. We collected accelerometry data at 140Hz from a trained golden eagle (Aquila chrysaetos) whose flight we recorded with video that we used to characterize behavior. We applied two forms of supervised classifications, random forest (RF) models and K-nearest neighbor (KNN) models. The KNN model was substantially …
Evaluation Of Micro-Gps Receivers For Tracking Small-Bodied Mammals, Laura A. Mcmahon, Janet L. Rachlow, Lisa A. Shipley, Jennifer S. Forbey, Timothy R. Johnson, Peter J. Olsoy
Evaluation Of Micro-Gps Receivers For Tracking Small-Bodied Mammals, Laura A. Mcmahon, Janet L. Rachlow, Lisa A. Shipley, Jennifer S. Forbey, Timothy R. Johnson, Peter J. Olsoy
Biology Faculty Publications and Presentations
GPS telemetry markedly enhances the temporal and spatial resolution of animal location data, and recent advances in micro-GPS receivers permit their deployment on small mammals. One such technological advance, snapshot technology, allows for improved battery life by reducing the time to first fix via postponing recovery of satellite ephemeris (satellite location) data and processing of locations. However, no previous work has employed snapshot technology for small, terrestrial mammals. We evaluated performance of two types of micro-GPS (< 20 g) receivers (traditional and snapshot) on a small, semi-fossorial lagomorph, the pygmy rabbit (Brachylagus idahoensis), to understand how GPS errors might influence fine-scale assessments of space use and habitat selection. During stationary tests, microtopography (i.e., …