Open access
2026
Lite-NILMFormer: A Lightweight Nonintrusive Load Monitoring Method for Smart Metering Applications
Nonintrusive load monitoring (NILM) extracts appliance-level energy consumption from aggregate power measurements and is essential for smart metering systems. However, Transformer-based methods such as NILMFormer suffer from high computational complexity and distribution shifts across households, limiting edge deployme...
Lie-Quan Liang, Zhen-Yu Hao, Q. Pang et al.
· IEEE Transactions on Instrum... · 0 citations