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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xintian Liu

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3 papers indexed here

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Sep 2026

Life risk prediction and evaluation of electric drive input shaft bearings under naturalistic driving conditions

Electric drive input shaft bearings operate under highly variable speed and torque conditions, and their fatigue risk is governed by both load magnitude and the temporal organization of driving and regenerative braking states. This study proposes a hybrid physics-based and data-driven life risk assessment framework usi...

Yi Liang, Jiao Luo, Xin-Tian Liu et al. · 0 citations
Open access Aug 2026

A Unified Multiaxial Fatigue Life Prediction Method Based on Transformer Sequence‐to‐Sequence Translation

A transformer‐based multiaxial fatigue life prediction method, innovatively formulating the task as a sequence‐to‐sequence transformation problem, which consistently outperforms traditional LSTM‐MLP models in both prediction accuracy and generalization capability under current test conditions.

Shuling Xian, Xiaowei Wang, Yu Fang et al. · 0 citations
Open access Jul 2026

A Physics-Constrained Spectral Generative Adversarial Network for Rolling Bearing Fault Diagnosis

The PCS-GAN model employs a time-frequency dual-discriminator structure to enforce statistical and spectral realism via physics-informed loss terms via physics-informed loss terms to provide a computationally efficient and reliable solution for fault diagnosis in data-scarce industrial settings.

Yi-Tong Liu, Xin-Tian Liu, Guoqiang Wang et al. · 0 citations

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