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Author

Ying-Qing Guo

2 papers indexed here

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Open access Oct 2026

Risk-Aware Predictive Maintenance for Aero-Engines via CVaR-Guided Reinforcement Learning and LLM-Based Risk Abstraction

The Risk-Aware Predictive Maintenance framework, consisting of four integrated components, achieves a 96.0% optimal stopping rate with no late interventions or failure events compared with 90.2% for the strongest independent maintenance baseline and demonstrates that the decision benefit of RAPM extends across independ...

Bo-Lin Song, Ying-Qing Guo, Zai-Yang Yu et al. · 0 citations
Sep 2026

Application-oriented small-sample transient gas-path fault diagnosis for aero-engines based on multi-source data fusion

During aero-engine transient operation, gas-path parameters fluctuate sharply and the system exhibits strong coupling, which makes fault features weak and difficult to distinguish. In practical applications, fault samples are also scarce and class boundaries are often blurred, which severely limits the performance of d...

Yao-Zhong Zhang, Xin-Yu Ren, Ji-Chao Wu et al. · 0 citations

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