Augmenting an Assisted Living Lab with Non-Intrusive Load Monitoring
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Abstract (arXiv)
The need for reducing our energy consumption footprint and the increasing number of electric devices in today's homes is calling for new solutions that allow users to efficiently manage their energy consumption. Real-time feedback at device level would be of a significant benefit for this application. In addition, the aging population and their wish to be more autonomous have motivated the use of this same real-time data to indirectly monitor the household's occupants for their safety. By breaking down aggregate power consumption into its components, Non-Intrusive Load Monitoring provides information on individual appliances and their current state of operation. Since no additional metering equipment is required, residents are not confronted with intrusion into their familiar environment. Our work aims to depict an architecture supporting non-intrusive measurement with a smart electricity meter and the handling of these data using an open-source platform that allows to visualize and process real-time data about the total energy consumed. As a case study, we describe a series of measurements from common household devices and show how abnormal behavior can be detected.
Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 13 Feb 2020.
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Citing papers per year: 2022: 1; 2023: 2.
3 papers.
- 2022Towards trustworthy Energy Disaggregation: A review of challenges, methods and perspectives for Non-Intrusive Load Monitoringcited by 7
- 2023Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectivescited by 6
- 2023On the Sensitivity of Deep Load Disaggregation to Adversarial Attackscited by 0
- 2023On the Sensitivity of Deep Load Disaggregation to Adversarial Attacks14 Jul 2023
- 2023Crossing Roads of Federated Learning and Smart Grids: Overview, Challenges, and Perspectives17 Apr 2023
- 2022Towards trustworthy Energy Disaggregation: A review of challenges, methods and perspectives for Non-Intrusive Load Monitoring5 Jul 2022