Online Learning Techniques for Occupancy Detection on Resource Constrained Devices
2025 - Intel4EC 2025 : 3rd International Workshop on Intelligent and Adaptive Edge-Cloud Operations and Services. (In conjunction with IEEE International Parallel & Distributed Processing Symposium 2025)
In light of the increasing impact of climate change, the demand for energy-efficient solutions across various sectors is becoming crucial. This paper explores the feasibility of utilizing Online Learning techniques to detect room occupancy in smart buildings, addressing the challenges of privacy…
Online Learning Techniques for Occupancy Detection on Resource Constrained Devices
2023 - Master thesis - Politecnico di Milano
Our research aimed at boosting energy efficiency in HVAC systems by integrating smart technologies for dynamic control based on occupancy detection, prioritizing privacy by avoiding visual and audio data capture. We addressed cost by utilizing existing sensors and hardware, proposing a cost-…