Research Output

Non-intrusive load monitoring and its challenges in a NILM system framework

  With the increasing of energy demand and electricity price, researchers gain more and more interest among the residential load monitoring. In order to feed back the individual appliance’s energy consumption instead of the whole-house energy consumption, non-intrusive load monitoring (NILM) is a good choice for residents to respond the time-of-use price and achieve electricity saving. In this paper, we discuss the system framework of NILM and analyse the challenges in every module. Besides, we study and compare the public datasets and accuracy metrics of non-intrusive load monitoring techniques.

  • Type:

    Article

  • Date:

    08 May 2019

  • Publication Status:

    Published

  • DOI:

    10.1504/IJHPCN.2019.099748

  • ISSN:

    1740-0562

  • Library of Congress:

    QA75 Electronic computers. Computer science

  • Dewey Decimal Classification:

    004 Data processing & computer science

  • Funders:

    EC European Commission

Citation

Liu, Q., Lu, M., Liu, X., & Linge, N. (2019). Non-intrusive load monitoring and its challenges in a NILM system framework. International Journal of High Performance Computing and Networking, 14(1), 102-111. https://doi.org/10.1504/IJHPCN.2019.099748

Authors

Keywords

non-intrusive load monitoring; NILM; data acquisition; event detection; feature extraction; load disaggregation

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