south across Europe - At night - At high altitudes - Across large areas - Difficult to monitor at scale Photo by Nadja Weisshaupt - Used with permission
at different angles - Transmit microwaves - Objects in sky reflect waves - Some are received by radar - 24/7 network covering most of continental Europe aloftdata.eu/radars Image from crow.aloftdata.org - MIT license
variation in speed - Low reflectivity - vol2bird detection algorithm - Altitude Direction Speed Bird density No species information - Best results for birds and nights without rain Figure from Dokter et al. (2018) - CC BY 3.0
vertical profile time series - Builds upon Frictionless Data Package - Defines fields, types, constraints - Radar metadata - Location, height, type, status - Code changes aloftdata.eu/vpts-csv Image from aloftdata.org - CC BY 4.0
time series (biological data) - 24 countries - 173 radar stations - Since 2012 (4,715+ days) - Archived (on Zenodo) - CC0 licensed - Updated daily aloftdata.eu/browse Image from aloftdata.org - CC BY 4.0
bioRad: explore, visualize and analyse data - vol2birdR: generate biological data from radar data - CROW: online visualization tool aloftdata.r-universe.dev Image by rOpenSci - Used with permission
Bird collision prevention Disease spread modelling Essential biodiversity variables Public outreach - Challenges - Access to unfiltered radar data - Taxonomic information - Infrastructure scaling and maintenance Image from hirad.science - CC BY 4.0
monitoring 3. Unique quantitative data on aerial biomass flows 4. Potential comes from integrating with other biodiversity data 1.5 billion occurrences of Animalia Image adapted from gbif.org - Apache 2.0