Non-intrusive load monitoring: A review
The rapid development of technology in the electrical energy sector within the last 20 years
has led to growing electric power needs through the increased number of electrical …
has led to growing electric power needs through the increased number of electrical …
NILM techniques for intelligent home energy management and ambient assisted living: A review
The ongoing deployment of smart meters and different commercial devices has made
electricity disaggregation feasible in buildings and households, based on a single measure …
electricity disaggregation feasible in buildings and households, based on a single measure …
Performance evaluation in non‐intrusive load monitoring: datasets, metrics, and tools—A review
Non‐intrusive load monitoring (also known as NILM or energy disaggregation) is the
process of estimating the energy consumption of individual appliances from electric power …
process of estimating the energy consumption of individual appliances from electric power …
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 …
researchers. The energy disaggregation datasets are used as the benchmark to validate the …
A residential labeled dataset for smart meter data analytics
Smart meter data is a cornerstone for the realization of next-generation electrical power
grids by enabling the creation of novel energy data-based services like providing …
grids by enabling the creation of novel energy data-based services like providing …
Watt's up at home? Smart meter data analytics from a consumer-centric perspective
The key advantage of smart meters over traditional metering devices is their ability to
transfer consumption information to remote data processing systems. Besides enabling the …
transfer consumption information to remote data processing systems. Besides enabling the …
Occupant behavior, thermal environment, and appliance electricity use of a single-family apartment in china
C Wang, X Li, W Sun, J An, S Gao - Scientific Data, 2024 - nature.com
The household is the basic unit of a residential community or building. High-resolution, long-
term open data are necessary to help study residential electricity consumption, smart home …
term open data are necessary to help study residential electricity consumption, smart home …
A dataset for non-intrusive load monitoring: Design and implementation
A NILM dataset is a valuable tool in the development of Non-Intrusive Load Monitoring
techniques, as it provides a means of evaluation of novel techniques and algorithms, as well …
techniques, as it provides a means of evaluation of novel techniques and algorithms, as well …
Advances in non-intrusive load monitoring for the industrial domain: Challenges, insights, and path forward
Non-intrusive load monitoring has emerged as an important tool for disaggregating the
energy consumption of individual appliances within a facility, relying solely on data from a …
energy consumption of individual appliances within a facility, relying solely on data from a …
A cyber-physical approach for residential energy management: Current state and future directions
In this work, we an envision Home Energy Management System (HEMS) as a Cyber-
Physical System (CPS) architecture including three stages: Data Acquisition …
Physical System (CPS) architecture including three stages: Data Acquisition …