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Open access Sep 2026

A Dual-Stream Network with Dynamic Graph Convolution and Attention-Based BiGRU for IGBT Open-Circuit Fault Diagnosis in T-NPC Three-Level Inverters

Existing CNN, TCN, residual, and lightweight network methods have achieved good performance in IGBT open-circuit fault diagnosis, but they often overlook the non-Euclidean relationships among signals. To address this limitation, this paper proposes a parallel graph–temporal network for T-NPC three-level inverters. A sh...

Ling-Ling Bai, Bo Guo, Wei-Yee Jing et al. · 0 citations
Conference Aug 2026

Optimization Design of Lithium-Ion Battery Remaining Useful Life Prediction Based on Particle Swarm Optimization

Accurate remaining useful life (RUL) prediction is the core support for battery health management in new energy vehicles and energy storage systems. Aiming at the accuracy bottleneck caused by empirical parameter setting in neural network (NN) prediction models, this paper constructs a coupled RUL prediction model opti...

Wei Luo, Yan-Mei Cui · 0 citations

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