| A Multimodal Machine Learning System for Non-Invasive Detection of Varroa destructor Infestations in Honey Bee Colonies | 2026 | 🇺🇸 Green Valley High School |
| Acoustic Signatures of Hive: Detecting Queen Bee Absence Through Machine Learning of Short Audio Segments | 2026 | 🇨🇱 Universidad de Viña del Mar; 🇨🇱 Universidad Técnica Federico Santa María |
| BeeVe: Unsupervised Acoustic State Discovery in Honey Bee Buzzing | 2026 | 🇺🇳 arXiv author-supplied preprint by Hamze Hammami and Nidhal Abdulaziz |
| Communication-efficient Embedded FFT Processing for Acoustic Telemetry in LPWAN-based Beehive Monitoring Systems | 2026 | 🇵🇱 Lodz University of Technology |
| Development of Wingbeat-Based Acoustic Health Monitoring System for Bee Colonies | 2026 | 🇹🇼 National Formosa University |
| Improved Monitoring of Honey bee Colony Strength via Audio IoT Sensors, Modulation Tensorgrams and Recurrent Neural Networks | 2026 | 🇨🇦 Institut national de la recherche scientifique (INRS); 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc. |
| On the Prediction of Varroa Mite Infestations in Honeybee Colonies via Acoustic Monitoring | 2026 | 🇨🇦 Institut national de la recherche scientifique (INRS); 🇨🇦 Nectar Technologies Inc.; 🇨🇦 Université Laval |
| Spectrogram-Based Deep Learning Models for Acoustic Identification of Honey Bees in Complex Environmental Noises | 2026 | 🇵🇰 Namal University; 🇵🇰 University of Mianwali; 🇦🇪 Abu Dhabi University; 🇹🇷 Nişantaşı University |
| buzzdetect: an open-source deep learning tool for automated bioacoustic pollinator monitoring | 2025 | 🇺🇸 The Ohio State University; 🇺🇸 Dartmouth College |
| Deep Edge IoT for Acoustic Detection of Queenless Beehives | 2025 | 🇬🇷 Aristotle University of Thessaloniki |
| Spectral Components of Honey Bee Sound Signals Recorded Inside and Outside the Beehive: An Explainable Machine Learning Approach to Diurnal Pattern Recognition | 2025 | 🇵🇱 Wrocław University of Science and Technology; 🇵🇱 AGH University of Krakow |
| Transformer Models improve the acoustic recognition of buzz-pollinating bee species | 2025 | 🇧🇷 Universidade Federal de Goiás; 🇺🇸 University of Arizona; 🇨🇱 Universidad Católica del Maule |
| UrBAN: Urban Beehive Acoustics and PheNotyping Dataset | 2025 | 🇨🇦 Institut National de la Recherche Scientifique; 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc. |
| Bee Together: Joining Bee Audio Datasets for Hive Extrapolation in AI-Based Monitoring | 2024 | 🇫🇷 University of Toulon |
| Current Status and Future Outlooks of Precision Beekeeping Systems and Services | 2024 | 🇸🇰 Slovak University of Agriculture in Nitra |
| IoT Embedded Smart Monitoring System with Edge Machine Learning for Beehive Management | 2024 | 🇷🇴 Bucharest University of Economic Studies; 🇷🇴 National Institute for Research & Development in Informatics |
| MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees | 2024 | 🇨🇦 Institut National de la Recherche Scientifique; 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc. |
| Automated, non-invasive Varroa mite detection by vibrational measurements of gait combined with machine learning | 2023 | 🇬🇧 Nottingham Trent University |
| Identifying Queenlessness in Honeybee Hives from Audio Signals Using Machine Learning | 2023 | 🇬🇧 Kingston University |
| Audio, Image, Video, and Weather Datasets for Continuous Electronic Beehive Monitoring | 2021 | 🇺🇸 Utah State University |
| Janus: A Combined Radar and Vibration Sensor for Beehive Monitoring | 2021 | 🇺🇸 University of Maine |
| Semi-Supervised Audio Representation Learning for Modeling Beehive Strengths | 2021 | 🇺🇸 X, the Moonshot Factory; 🇺🇸 Caltech; 🇺🇸 Google; 🇺🇸 University of Wisconsin-Madison; 🇺🇸 Washington State University |
| The prediction of swarming in honeybee colonies using vibrational spectra | 2020 | 🇬🇧 Nottingham Trent University; 🇫🇷 l’Institut National de Recherche en Agriculture; 🇧🇪 Centre Apicole de Recherche et d’Information |
| Application of continuous monitoring of honeybee colonies | 2015 | 🇺🇸 USDA Agricultural Research Service; 🇩🇰 Aarhus University |