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

E3S Web of Conferences

卷:351

El Fadili Hakim¹  Marzouq Manal¹  Lahreche Khadija¹  Ouzine Jamila²  Bennani Saad Dosse² 

[1] Computer Science and Interdisciplinary Physics laboratory, USMBA;

[2] Intelligent Systems, Georesoures and renewable Energies laboratory, FST, USMBA;

关键词: appliance load monitoring;    nilm;    ilm;    energy disaggregation;   

DOI  :  10.1051/e3sconf/202235101021

来源: DOAJ

【 摘 要 】

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.

【 授权许可】

Unknown