Terrestrial spatial distribution and summer abundance of Antarctic fur seals (Arctocephalus gazella) near Palmer Station, Antarctica, from drone surveys
收藏NIAID Data Ecosystem2026-05-02 收录
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http://datadryad.org/dataset/doi%253A10.5061%252Fdryad.qv9s4mwp0
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资源简介:
The shifting climatic regime of maritime Antarctica is driving complex changes across trophic levels that manifest differentially across species and regions. Subantarctic pinnipeds have increased their seasonal attendance near Palmer Station, Anarctica, since earliest observations in the mid-1900s, and Antarctic fur seals (Arctocephalus gazella) now represent a significant but unstudied predator population in the area during the austral summer. To characterize the timing of abundance and fine-scale distribution of this seasonal attendance, we carried out regular drone surveys of terrestrial habitats near Palmer Station in the austral summer of 2020. Using repeat animal counts and photogrammetric data products, we modeled fur seal abundance at survey sites over the period of observation, we modeled habitat suitability based on fine-scale topographic habitat characteristics from satellite imagery, and we estimated abundance across terrestrial habitats near Palmer Station as a function of date and site suitability. This data repository contains the seal locations and a custom-prepared elevation satellite product used to model habitat suitability, as well as the predicted suitability from that model applied to all exposed land in the study region. Seal locations and survey metadata are provided in tabular form, whereas satellite elevation products and model predictions are provided in raster formats, and shapefiles are provided that delineate exposed land and surveyed regions, respectively. These data enable the replication or customized adaptation of our research methods, or other uses exploring terrestrial habitats near Palmer Station, Antarctica using our prepared elevation map.
Methods
Antarctic fur seal locations were identified from a series of drone surveys conducted near Palmer Station in January-March, 2020 (data available at https://doi.org/10.7924/r4sf2xs2w). Satellite DEMs were obtained from the Polar Geospatial Center, which prepared the products using SETSM (Surface Extraction from TIN-Based Searchspace Minimization) from satellite imagery products provided by Maxar. The DEM in our repository is a composite of two scenes, collected in 2012 and 2019 (‘WV01_20121020_102001001D99B900_102001001EB08100_2m_lsf_v040306’ and 'WV03_20191119_104001005589A700_1040010054AE7700_2m_lsf_v040307’), which we mosaicked together to represent all exposed land in our study region. We then removed all areas covered by glaciers or ocean; the final product, which we include in this repository, was then used to generate a set of topographic variables that we used to model suitable habitats for Antarctic fur seals. We modeled habitat suitability using these topographic products with a subset of fur seal locations, included in the repository, with Maximum Entropy Modeling (MaxEnt), which yielded a map of habitat suitability values predicted across all exposed land in our study region, which we also include in the repository.
创建时间:
2025-01-21



