Author

Jian Yang

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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, Fa-Guo 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