Author

Jia-Fang Pan

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2026

A Bearing Cross-Domain Fault Diagnosis Method Based on Dynamic Simulation and an Improved Domain Adversarial Network

In practical industrial scenarios, high-quality bearing fault samples are often difficult to obtain. Although simulation methods can generate a certain amount of data, obvious distribution shifts still exist between simulated and measured signals due to model simplification, parameter uncertainty, and differences in no...

Jian Yang, Faguo Huang, Tianping Huang et al. · IEEE Transactions on Instrum... · 0 citations

Open access Jul 2026

Domain-Specific Structured Reliability-Aware Open-Set Domain Adaptation for Cross-Condition Rolling Bearing Fault Diagnosis

A structured, reliable, domain-specific open-set domain adaptation method that achieves a better balance between known-class recognition and unknown-class detection, thereby improving cross-condition open-set fault diagnosis performance.

Hang Ruan, Jiafang Pan, Jian Yang et al. · Applied Sciences · 0 citations