Author

Jian-Yuan Wang

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Open access 2026

Multi-View Complementary Chimeric Image Encoding and a Lightweight Vision Model for Appliance-Level Load Identification

With the development of smart grids and demand-side energy-efficiency management, load identification in non-intrusive load monitoring (NILM) provides important support for intelligent electricity management. However, existing identification methods still suffer from insufficient accuracy when dealing with resistive lo...

Jian-Yuan Wang, Yu-Long Luo · IEEE Access · 0 citations

Open access 2026

A Training-Enhanced NILMFormer for Non-Intrusive Load Disaggregation Under Diverse Appliance Load Structures

Existing sliding-window deep-learning models for non-intrusive load disaggregation typically use a unified training objective and fixed training configurations, which limits their ability to accommodate structural differences among appliance loads. To address this limitation, this article proposes a training-enhanced N...

Jian-Yuan Wang, Yu-Tong Chu · IEEE Access · 0 citations