A synthetic energy dataset for non-intrusive load monitoring in households

C Klemenjak, C Kovatsch, M Herold, W Elmenreich - Scientific data, 2020 - nature.com
Research on smart grid technologies is expected to result in effective climate change
mitigation. Non-Intrusive Load Monitoring (NILM) is seen as a key technique for enabling …

[HTML][HTML] Multi-label learning for appliance recognition in NILM using Fryze-current decomposition and convolutional neural network

A Faustine, L Pereira - Energies, 2020 - mdpi.com
The advance in energy-sensing and smart-meter technologies have motivated the use of a
Non-Intrusive Load Monitoring (NILM), a data-driven technique that recognizes active end …

Intelligent electrical pattern recognition of appliances consumption for home energy management using high resolution measurement

F Ulloa-Vásquez, L García-Santander… - IEEE Latin America …, 2021 - ieeexplore.ieee.org
For an efficient energy management by residential users, monitoring and control of
connected household appliances is required. If the consumption pattern of each of these …

Universal non-intrusive load monitoring (unilm) using filter pipelines, probabilistic knapsack, and labelled partition maps

A Rodriguez-Silva, S Makonin - 2019 IEEE PES Asia-Pacific …, 2019 - ieeexplore.ieee.org
Being able to track appliances energy usage without the need of sensors can help
occupants reduce their energy consumption to help save the environment all while saving …

A synthetic energy dataset for non-intrusive load monitoring in households

K Christoph, K Christoph, M Herold, E Wilfried - Scientific Data, 2020 - search.proquest.com
Research on smart grid technologies is expected to result in effective climate change
mitigation. Non-Intrusive Load Monitoring (NILM) is seen as a key technique for enabling …

[HTML][HTML] Characterization of the Electrical Consumption Pattern of Household Appliances for Home Energy Management Using High-Resolution Measurement …

F Ulloa-Vásquez, V Heredia-Figueroa… - 2023 - intechopen.com
For future smart cities, smart homes will be required. The key elements are the smart use of
energy and smart communication systems that are connected to homes. Along with this, the …