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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

Power-switch open-circuit (OC) faults distort electric-vehicle (EV) inverter phase currents and require fast on-board diagnosis for fault-tolerant control. Trajectory-image methods encode the α–β current-vector trajectory as a binary image and classify it with a convolutional neural network (CNN); however, the baseline...

Mingxing Fang, Wenxu Yan, Wenyuan Wang · 0 citations

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