UrBAN: Urban Beehive Acoustics and PheNotyping Dataset
Open Access
- 31 March 2025
- journal article
- research article
- Published by Springer Nature in Scientific Data
- Vol. 12 (1) , 1-13
Abstract
In this paper, we present a multimodal dataset obtained from a honey bee colony in Montréal, Quebec, Canada, spanning the years of 2021 to 2022. This apiary comprised 10 beehives, with microphones recording more than 3000 hours of high quality raw audio, and also sensors capturing temperature, and humidity. Periodic hive inspections involved monitoring colony honey bee population changes, assessing queen-related conditions, and documenting overall hive health. Additionally, health metrics, such as Varroa mite infestation rates and winter mortality assessments were recorded, offering valuable insights into factors affecting hive health status and resilience. In this study, we first outline the data collection process, sensor data description, and dataset structure. Furthermore, we demonstrate a practical application of this dataset by extracting various features from the raw audio to predict colony population using the number of frames of bees as a proxy.Keywords
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Funding Information
- Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada (ALLRP 548872-19, ALLRP 548872-19, ALLRP 548872-19, ALLRP 548872-19, ALLRP 548872-19, ALLRP 548872-19, ALLRP 548872-19)
This publication has 42 references indexed in Scilit:
- Honey bee stressor networks are complex and dependent on crop and regionCurrent Biology, 2024
- Bee detection in bee hives using selective features from acoustic dataMultimedia Tools and Applications, 2023
- Recent developments on precision beekeeping: A systematic literature reviewJournal of Agriculture and Food Research, 2023
- Parasites, depredators, and limited resources as potential drivers of winter mortality of feral honeybee colonies in German forestsOecologia, 2023
- Based investigate of beehive sound to detect air pollutants by machine learningEcological Informatics, 2021
- Rapid measurement of the adult worker population size in honey beesEcological Indicators, 2021
- A review of impacts of temperature and relative humidity on various activities of honey beesInsectes Sociaux, 2017
- Intracolony vibroacoustic communication in social insectsInsectes Sociaux, 2013
- Do honeybees, Apis mellifera scutellata, regulate humidity in their nest?The Science of Nature, 2006
- Principal components analysis (PCA)Computers & Geosciences, 1993