mlsanityData to 14 Oct 2026

Appliance-Level Monitoring with Micro-Moment Smart Plugs

arXiv 2012.05787 ↗First posted 10 Dec 2020cs.LG cs.AIcited by 1

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Abstract (arXiv)

Human population are striving against energy-related issues that not only affects society and the development of the world, but also causes global warming. A variety of broad approaches have been developed by both industry and the research community. However, there is an ever increasing need for comprehensive, end-to-end solutions aimed at transforming human behavior rather than device metrics and benchmarks. In this paper, a micro-moment-based smart plug system is proposed as part of a larger multi-appliance energy efficiency program. The smart plug, which includes two sub-units: the power consumption unit and environmental monitoring unit collect energy consumption of appliances along with contextual information, such as temperature, humidity, luminosity and room occupancy respectively. The plug also allows home automation capability. With the accompanying mobile application, end-users can visualize energy consumption data along with ambient environmental information. Current implementation results show that the proposed system delivers cost-effective deployment while maintaining adequate computation and wireless performance.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 10 Dec 2020.

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