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Q. Pang

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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. · 0 citations

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