E3S Web of Conferences (Jan 2022)

Overview of Non-Intrusive Load Monitoring: Probabilistic and Artificial Intelligence approaches

  • Ouzine Jamila,
  • Marzouq Manal,
  • Bennani Saad Dosse,
  • Lahreche Khadija,
  • El Fadili Hakim

DOI
https://doi.org/10.1051/e3sconf/202235101021
Journal volume & issue
Vol. 351
p. 01021

Abstract

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Reduction and conservation of electrical energy consumption in residential buildings is the main objective of Non-Intrusive Load Monitoring (NILM) techniques. NILM detects events and estimate the power consumption of individual appliances by analyzing the aggregate power consumption measured at the service entry. Indeed, our major contribution in this paper is to update research works on NILM methodologies by adding the most recent NILM methods proposed in the literature. In this paper we present an overview of NILM and energy disaggregation methods. Then, we discuss the challenges of this technique to provide useful recommendations for future research.

Keywords