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Author

Tiantian Xu

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2026

Heterogeneous Mixture-of-Experts Network for Bearing Fault Diagnosis Under Strong Noise

Severe noise in industrial environments often leads to distribution shifts, posing a critical challenge for deep learning-based bearing fault diagnosis. Models trained on clean data typically degrade under such conditions due to their inability to effectively disentangle noise from fault-related features. To address th...

Jin-Ze Zhang, Lu Yang, Tian-Tian Xu et al. · 0 citations
Book Open access Aug 2026

TGD-CSP: Reliable Crystal Structure Prediction with Template-Guided Diffusion and Energy-Based Optimization

Crystal Structure Prediction (CSP), the task of determining stable atomic arrangements from chemical composition alone, remains a central challenge in computational materials science with direct implications for accelerating materials discovery. While recent diffusion-based generative models achieve impressive results...

Lu Yang, Tian-Tian Xu, Xiu-Feng Liu et al. · 0 citations
Book Open access Aug 2026

TGD-CSP: Reliable Crystal Structure Prediction with Template-Guided Diffusion and Energy-Based Optimization

Crystal Structure Prediction (CSP), the task of determining stable atomic arrangements from chemical composition alone, remains a central challenge in computational materials science with direct implications for accelerating materials discovery. While recent diffusion-based generative models achieve impressive results...

Lu Yang, Tiantian Xu, X. Liu et al. · 0 citations

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