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 …

[HTML][HTML] 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 …

A non-intrusive load identification algorithm combined with event detection

R Jiao, Q Zhou, L Lyu, G Yan - Recent Advances in Electrical & …, 2021 - ingentaconnect.com
Background: The traditional state-based non-intrusive load monitoring method mainly
deploys the aggregate load as the characteristic to identify the states of every electrical …

Non-intrusive Load Identification Method Based on Feature Optimization and Bayesian Algorithm

Y Shang, J Zhang, Z Zhang, W Zhao… - 2023 IEEE 6th Student …, 2023 - ieeexplore.ieee.org
With the gradual improvement of virtual power plant marketization and demand side
response mechanism, the demand for accurate identification of user load power data is also …

A Non-intrusive Load Monitoring Method Based on Improved kNN Algorithm and Transient Steady State Features

T Feng, D Xiao-ping, Z Gui-qing… - Computer and …, 2022 - cam.org.cn
Non-intrusive load monitoring (NILM) can obtain the operation data of the electrical
appliance in the circuit by analyzing the record from a single energy meter, which can serve …

Comparative Research on Non-intrusive Load Monitoring

J Shi, J Liu, S Shi, X Ma, Z Zhang, G Nong - Proceedings of the 2023 7th …, 2023 - dl.acm.org
Non-intrusive load monitoring is one of the important components of the smart electricity
technology system. It can deeply analyze the internal load components of customers and …

Adaptive non-intrusive load monitoring based on feature fusion

JS Kang, M Yu, L Lu, B Wang, Z Bao - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Intelligent power management system is an important part of the smart grid, in which the non-
intrusive load monitoring technology is one of the key technologies. However, most of the …

Event-based Two-stage Non-intrusive Load Monitoring Method Involving Multi-dimensional Features

Y Zhou, S Zhang, B Ran, W Yang… - CSEE Journal of …, 2022 - ieeexplore.ieee.org
This paper proposes an event-based two-stage Non-intrusive load monitoring (NILM)
method involving multi-dimensional features, which is an essential technology for energy …

Non-intrusive load monitoring method considering the time-segmented state probability

L Liu, F Li, Z Cheng, Y Zhou, J Shen, R Li… - IEEE Access, 2022 - ieeexplore.ieee.org
Appliance-level data is a prerequisite for establishing friendly two-way interactions between
customers and the power company, and this data is now mainly obtained by non-intrusive …

Study on the Influence of voltage variations for Non-Intrusive Load Identifications

YH Lin, SK Hung, MS Tsai - 2018 International Power …, 2018 - ieeexplore.ieee.org
In a smart grid, electricity energy demands requested from down-stream sectors
continuously increase. One way to meet the energy demands is utilizing a Non-Intrusive …