[PDF][PDF] A survey on the non-intrusive load monitoring

D Xiao-Ping, Z Gui-Qing, W Qing-Lai, P Wei… - Acta Automatica …, 2022 - researchgate.net
Non-intrusive load monitoring can realize the identification of individual electrical equipment
and its working state by analyzing and processing the aggregated load data from electricity …

Non-intrusive Load Identification Algorithm Based on Stacking Modeling

W Miao, Z Zeng, C Teng, R Zhang, S Li… - Journal of Physics …, 2023 - iopscience.iop.org
The non-intrusive power load identification relies on the smart meter's voltage, current and
power signals, which can realize the classification and monitoring of the domestic electric …

Event-driven non-intrusive load monitoring algorithm based on targeted mining multidimensional load characteristics

G Xie, H Wang - China Communications, 2023 - ieeexplore.ieee.org
Nowadays, the advancement of nonintrusive load monitoring (NILM) has been hastened by
the ever-increasing requirements for the reasonable use of electricity by users and demand …

A Multi-Task Learning Method Integrating Multi-Information Fusion for Non-Intrusive Load Monitoring

Z Zhang, J Xiao, M Tan, C Liao… - 2022 6th Asian …, 2022 - ieeexplore.ieee.org
The aim of non-intrusive load monitoring (NILM) is to determine the energy consumption of
each electric load within a range by analyzing the total electricity meter data for a particular …

A generic optimisation-based approach for improving non-intrusive load monitoring

K He, D Jakovetic, B Zhao, V Stankovic… - … on Smart Grid, 2019 - ieeexplore.ieee.org
The large-scale deployment of smart metering worldwide has ignited renewed interest in
electrical load disaggregation, or non-intrusive load monitoring (NILM). Most NILM …

Non-intrusive load monitoring method based on LMD and KNN algorithm

Y Pengfei, S Xianbo, Z Li, W Yuhan… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
Non-intrusive load monitoring technology is one of the key technologies for the construction
of ubiquitous power Internet of Things, and load identification is the core content of non …

A critical review of state-of-the-art non-intrusive load monitoring datasets

HK Iqbal, FH Malik, A Muhammad, MA Qureshi… - Electric Power Systems …, 2021 - Elsevier
Abstract Nowadays Non-Intrusive Load Monitoring (NILM) is considered a hot topic among
researchers. The energy disaggregation datasets are used as the benchmark to validate the …

Multi-level non-intrusive load identification based on k-NN

P Tao, XA Liu, Y Zhang, C Li… - 2019 IEEE 3rd …, 2019 - ieeexplore.ieee.org
Non-intrusive load monitoring (NILM), which is an important part of intelligent power system,
has great research significance. In this paper, a two-layer classification method based on k …

An overview of non-intrusive load monitoring: Approaches, business applications, and challenges

M Zhuang, M Shahidehpour, Z Li - … international conference on …, 2018 - ieeexplore.ieee.org
Load Monitoring (LM) is a fundamental step to implement effective energy management
schemes. LM includes Intrusive LM (ILM) and Non-Intrusive LM (NILM). Compared with …

Non-intrusive load disaggregation by linear classifier group considering multi-feature integration

J Yu, Y Gao, Y Wu, D Jiao, C Su, X Wu - Applied Sciences, 2019 - mdpi.com
Non-intrusive load monitoring (NILM) is a core technology for demand response (DR) and
energy conservation services. Traditional NILM methods are rarely combined with practical …