Cost-effective instrumentation via NILM to support a residential energy management system

Adabi, Ali; Manovi, Pavlo; Mantey, Patrick E.

doi:10.1109/icce.2016.7430540

Cited by 8 publications

(2 citation statements)

References 17 publications

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“…In this way, feature extraction tasks are sometimes implemented in local devices, especially when high sampling rates are available. In these cases, the hardware architecture should present a minimum computing capacity, and be designed keeping in mind that, as they will be finally installed in buildings and households, they should be portable, plug-in and easy to handle [23]. On the other hand, these features are often reported to remote centres where they are processed for further applications, such as load identification or even higher-level tasks, such as energy saving, assisted living, etc.…”

Section: Data Collectionmentioning

confidence: 99%

NILM Techniques for Intelligent Home Energy Management and Ambient Assisted Living: A Review

et al. 2019

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The ongoing deployment of smart meters and different commercial devices has made electricity disaggregation feasible in buildings and households, based on a single measure of the current and, sometimes, of the voltage. Energy disaggregation is intended to separate the total power consumption into specific appliance loads, which can be achieved by applying Non-Intrusive Load Monitoring (NILM) techniques with a minimum invasion of privacy. NILM techniques are becoming more and more widespread in recent years, as a consequence of the interest companies and consumers have in efficient energy consumption and management. This work presents a detailed review of NILM methods, focusing particularly on recent proposals and their applications, particularly in the areas of Home Energy Management Systems (HEMS) and Ambient Assisted Living (AAL), where the ability to determine the on/off status of certain devices can provide key information for making further decisions. As well as complementing previous reviews on the NILM field and providing a discussion of the applications of NILM in HEMS and AAL, this paper provides guidelines for future research in these topics.

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Section: Data Collectionmentioning

confidence: 99%

NILM Techniques for Intelligent Home Energy Management and Ambient Assisted Living: A Review

et al. 2019

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“…In other instances, continued graduate research has produced several theses, journal articles, and conference proceedings. 6,15,16,17,18,19,20,21 Behind the Scenes: Logistics…”

Section:  "Carbon Costs At the University Of Uc Davis": A Comparisonmentioning

confidence: 99%

Setting the Foundations for International and Cross-disciplinary Innovation: The U.S.-Denmark Summer School "Renewable Energy: In Practice"

Favaloro

Jenkins

Lehmann

et al.

2017 ASEE Annual Conference &Amp; Exposition Proceedings

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Tela Favaloro received a B.S. degree in Physics and a Ph.D. in Electrical Engineering from the University of California, Santa Cruz. She is currently working to further the development and dissemination of alternative energy technology; as project manager of a green building design initiative and researcher with the Center for Sustainable Engineering and Power Systems. Her background is in the development of characterization techniques and laboratory apparatus for advancement of novel electronic devices, in addition to curriculum development for inquiry-based learning and facilitation of interdisciplinary, student-led project design. She emphasizes engineering sustainable solutions from a holistic perspective, incorporating analysis of the full technological life cycle and socioeconomic impact.

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Smart Meters Improved by NILM

Weißhaar

Held

Benyoucef

et al. 2023

Lecture Notes in Energy

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Cost-effective instrumentation via NILM to support a residential energy management system

Cited by 8 publications

References 17 publications

NILM Techniques for Intelligent Home Energy Management and Ambient Assisted Living: A Review

NILM Techniques for Intelligent Home Energy Management and Ambient Assisted Living: A Review

Setting the Foundations for International and Cross-disciplinary Innovation: The U.S.-Denmark Summer School "Renewable Energy: In Practice"

Smart Meters Improved by NILM

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