Semi-supervised learning with flexible threshold for non-intrusive load monitoring

T Tang, K Li, C Su, Z Liu - Heliyon, 2024 - cell.com
Non-intrusive load monitoring (NILM) can obtain fine-grained power consumption
information for individual appliances within the user without installing additional hardware …

Unknown appliances detection for non-intrusive load monitoring based on vision transformer with an additional detection head

Q Zhao, W Liu, K Li, Y Wei, Y Han - Heliyon, 2024 - cell.com
Non-intrusive load monitoring (NILM) offers precise insights into equipment-level energy
consumption by analyzing current and voltage data from residential smart meters, thus …

SGAN: Appliance Signatures Data Generation for NILM Applications Using GANs

C Gkoutroumpi, NV Gkalinikis, D Vrakas - Science and Information …, 2024 - Springer
The development and evolution of advanced energy system technologies is one of the most
important goals for the global community in recent years. In this effort, the utilization and …