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Research topic: Edge AI Energy

Papers, datasets, models, and field notes are connected into a practical research map for digital beekeeping, from academic references to applied Gratheon experiments.

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Publication Year Institutions
A Wireless Sensor Platform for Beehive Monitoring2026🇺🇸 North Dakota State University; 🇺🇸 USDA Agricultural Research Service
Adaptive Measurement Noise for Robust Kalman Filtering in Smart Beehive Telemetry2026🇬🇧 University of Westminster; 🇲🇾 Technical University of Malaysia Malacca; 🇫🇮 University of Oulu
An Automated AI-Based Vision Inspection System for Bee Mite and Deformed Bee Detection Using YOLO Models2026🇰🇷 Kangwon National University; 🇰🇷 National Institute of Agricultural Sciences; 🇰🇷 Terramolab Ltd.
An intelligent monitoring system for forecasting and anomaly detection in precision beekeeping2026🇫🇷 EFREI Research Lab; 🇫🇷 Université Paris-Panthéon-Assas
Communication-efficient Embedded FFT Processing for Acoustic Telemetry in LPWAN-based Beehive Monitoring Systems2026🇵🇱 Lodz University of Technology
InsectDCT: A generalized pipeline for detection, taxonomic classification, and tracking of insects in camera-trap recordings2026🇩🇰 Aarhus University; 🇩🇪 Helmholtz Centre for Environmental Research; 🇪🇸 Mediterranean Institute for Advanced Studies; 🇬🇪 Ilia State University
M3DANet: A Lightweight Semi-Supervised Network and Embedded System for Bee Colony Counting2026🇨🇳 Shandong Agricultural University; 🇨🇳 Apiculture Institute of Jiangxi Province
Physics-aware vision instrumentation for stingless bee counting at hive entrance using hybrid edge-cloud object detection2026🇲🇾 Universiti Teknologi Malaysia; 🇮🇩 Universitas Negeri Jakarta; 🇮🇩 Institut Teknologi Indonesia; 🇮🇩 Politeknik Negeri Bandung; 🇮🇩 National Research and Innovation Agency
Spectrogram-Based Deep Learning Models for Acoustic Identification of Honey Bees in Complex Environmental Noises2026🇵🇰 Namal University; 🇵🇰 University of Mianwali; 🇦🇪 Abu Dhabi University; 🇹🇷 Nişantaşı University
Technical Specification of a Novel Apivoltaic System: Integrating Digital Hive Monitoring with Photovoltaic Energy Systems2026🇷🇴 University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca; 🇷🇴 APIVOLT S.R.L.; 🇮🇹 University of Molise
A Survey of TinyML Applications in Beekeeping for Hive Monitoring and Management2025🇦🇺 University of Technology Sydney; 🇦🇺 BeeSTAR
Deep Edge IoT for Acoustic Detection of Queenless Beehives2025🇬🇷 Aristotle University of Thessaloniki
Queen Detection in Beehives via Environmental Sensor Fusion for Low-Power Edge Computing2025🇨🇭 Institute of Neuroinformatics, University of Zurich and ETH Zurich; 🇨🇭 Digital Society Initiative, University of Zurich
Spectral Components of Honey Bee Sound Signals Recorded Inside and Outside the Beehive: An Explainable Machine Learning Approach to Diurnal Pattern Recognition2025🇵🇱 Wrocław University of Science and Technology; 🇵🇱 AGH University of Krakow
WaggleNet: A LoRa and MQTT-Based Monitoring System for Internal and External Beehive Conditions2025🇰🇷 Kyonggi University; 🇰🇷 Hallym University; 🇰🇷 Jeonbuk National University; 🇺🇸 Purdue University
Beehive Smart Detector Device for the Detection of CriticalConditions That Utilize Edge Device Computations and DeepLearning Inferences2024🇬🇷 University of Ioannina
IoT Embedded Smart Monitoring System with Edge Machine Learning for Beehive Management2024🇷🇴 Bucharest University of Economic Studies; 🇷🇴 National Institute for Research & Development in Informatics
Accuracy vs. Energy: An Assessment of Bee Object Inference inVideos from On-Hive Video Loggers with YOLOv3,YOLOv4-Tiny, and YOLOv7-Tiny2023🇺🇸 Utah State University
Deep Learning Beehive Monitoring System for Early Detection of the Varroa Mite2022🇬🇷 University of Ioannina
Self-Powered Smart Beehive Monitoring and Control System (SBMaCS)2021🇷🇼 University of Rwanda; 🇿🇲 Copperbelt University; 🇷🇼 National Council of Science and Technology
Analysis of Energy Consumption in a Precision Beekeeping System2020🇫🇷 emlyon business school; 🇫🇷 Inria; 🇫🇷 École Normale Supérieure de Lyon; 🇫🇷 Université Claude Bernard Lyon 1; 🇫🇷 CNRS LIP
Publication Year Institutions
A Wireless Sensor Platform for Beehive Monitoring2026🇺🇸 North Dakota State University; 🇺🇸 USDA Agricultural Research Service
Adaptive Measurement Noise for Robust Kalman Filtering in Smart Beehive Telemetry2026🇬🇧 University of Westminster; 🇲🇾 Technical University of Malaysia Malacca; 🇫🇮 University of Oulu
An Automated AI-Based Vision Inspection System for Bee Mite and Deformed Bee Detection Using YOLO Models2026🇰🇷 Kangwon National University; 🇰🇷 National Institute of Agricultural Sciences; 🇰🇷 Terramolab Ltd.
An intelligent monitoring system for forecasting and anomaly detection in precision beekeeping2026🇫🇷 EFREI Research Lab; 🇫🇷 Université Paris-Panthéon-Assas
Communication-efficient Embedded FFT Processing for Acoustic Telemetry in LPWAN-based Beehive Monitoring Systems2026🇵🇱 Lodz University of Technology
InsectDCT: A generalized pipeline for detection, taxonomic classification, and tracking of insects in camera-trap recordings2026🇩🇰 Aarhus University; 🇩🇪 Helmholtz Centre for Environmental Research; 🇪🇸 Mediterranean Institute for Advanced Studies; 🇬🇪 Ilia State University
M3DANet: A Lightweight Semi-Supervised Network and Embedded System for Bee Colony Counting2026🇨🇳 Shandong Agricultural University; 🇨🇳 Apiculture Institute of Jiangxi Province
Physics-aware vision instrumentation for stingless bee counting at hive entrance using hybrid edge-cloud object detection2026🇲🇾 Universiti Teknologi Malaysia; 🇮🇩 Universitas Negeri Jakarta; 🇮🇩 Institut Teknologi Indonesia; 🇮🇩 Politeknik Negeri Bandung; 🇮🇩 National Research and Innovation Agency
Spectrogram-Based Deep Learning Models for Acoustic Identification of Honey Bees in Complex Environmental Noises2026🇵🇰 Namal University; 🇵🇰 University of Mianwali; 🇦🇪 Abu Dhabi University; 🇹🇷 Nişantaşı University
Technical Specification of a Novel Apivoltaic System: Integrating Digital Hive Monitoring with Photovoltaic Energy Systems2026🇷🇴 University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca; 🇷🇴 APIVOLT S.R.L.; 🇮🇹 University of Molise
Publication Year Institutions
A Survey of TinyML Applications in Beekeeping for Hive Monitoring and Management2025🇦🇺 University of Technology Sydney; 🇦🇺 BeeSTAR
Deep Edge IoT for Acoustic Detection of Queenless Beehives2025🇬🇷 Aristotle University of Thessaloniki
Queen Detection in Beehives via Environmental Sensor Fusion for Low-Power Edge Computing2025🇨🇭 Institute of Neuroinformatics, University of Zurich and ETH Zurich; 🇨🇭 Digital Society Initiative, University of Zurich
Spectral Components of Honey Bee Sound Signals Recorded Inside and Outside the Beehive: An Explainable Machine Learning Approach to Diurnal Pattern Recognition2025🇵🇱 Wrocław University of Science and Technology; 🇵🇱 AGH University of Krakow
WaggleNet: A LoRa and MQTT-Based Monitoring System for Internal and External Beehive Conditions2025🇰🇷 Kyonggi University; 🇰🇷 Hallym University; 🇰🇷 Jeonbuk National University; 🇺🇸 Purdue University
Publication Year Institutions
Beehive Smart Detector Device for the Detection of CriticalConditions That Utilize Edge Device Computations and DeepLearning Inferences2024🇬🇷 University of Ioannina
IoT Embedded Smart Monitoring System with Edge Machine Learning for Beehive Management2024🇷🇴 Bucharest University of Economic Studies; 🇷🇴 National Institute for Research & Development in Informatics
Publication Year Institutions
Accuracy vs. Energy: An Assessment of Bee Object Inference inVideos from On-Hive Video Loggers with YOLOv3,YOLOv4-Tiny, and YOLOv7-Tiny2023🇺🇸 Utah State University
Publication Year Institutions
Deep Learning Beehive Monitoring System for Early Detection of the Varroa Mite2022🇬🇷 University of Ioannina
Publication Year Institutions
Self-Powered Smart Beehive Monitoring and Control System (SBMaCS)2021🇷🇼 University of Rwanda; 🇿🇲 Copperbelt University; 🇷🇼 National Council of Science and Technology
Publication Year Institutions
Analysis of Energy Consumption in a Precision Beekeeping System2020🇫🇷 emlyon business school; 🇫🇷 Inria; 🇫🇷 École Normale Supérieure de Lyon; 🇫🇷 Université Claude Bernard Lyon 1; 🇫🇷 CNRS LIP