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2026

Node-Wise Adaptive Scale Fusion: A Dual-View Framework for Spatio-Temporal Graphs

Multi-scale graph neural networks have shown strong performance in multivariate time-series forecasting by integrating representations at different temporal resolutions. However, existing fusion mechanisms typically assign the same scale weights to all nodes, implicitly assuming spatially homogeneous temporal preferenc...

Wei Chen, Wen-Yuan Wang, Wen-Xu Yan · 0 citations
Open access Jul 2026

Real-Time On-MCU Open-Circuit Fault Diagnosis of Electric-Vehicle Inverters Using a Lightweight Angular Sector-Energy Network

The proposed method remains more accurate at 15 and 10 dB, including under 88% phase-current unbalance, confirming MCU-executable diagnosis under a lagging power-factor load for embedded EV inverter protection.

Mingxing Fang, Wen-Xu Yan, Wen-Yuan Wang · 0 citations

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