Comparative Analysis of Machine Learning Techniques for Non-Intrusive Load Monitoring

N Shabbir, K Vassiljeva, H Nourollahi Hokmabad… - Electronics, 2024 - mdpi.com
Non-intrusive load monitoring (NILM) has emerged as a pivotal technology in energy
management applications by enabling precise monitoring of individual appliance energy …

Learning-Based Non-Intrusive Electric Load Monitoring for Smart Energy Management

N He, D Liu, Z Zhang, Z Lin, T Zhao, Y Xu - Sensors, 2024 - mdpi.com
State-of-the-art smart cities have been calling for economic but efficient energy management
over a large-scale network, especially for the electric power system. It is a critical issue to …

Non-Intrusive Load Monitoring Based on LSTM Automatic Feedback Encoder

J Wu, X Wu, X Li - … 3rd International Conference on Energy and …, 2024 - ieeexplore.ieee.org
Non-intrusive load monitoring collects load data to improve the energy management
efficiency of power systems and overcomes network traffic and database capacity limitations …