Author

He Ren

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Aug 2026

Semantic-guided orthogonal subspace network for class-incremental continual intelligent fault diagnosis

A semantic-guided orthogonal subspace network (SOSN) is proposed for class-incremental continual intelligent fault diagnosis and significantly outperforms mainstream class-incremental learning approaches in diagnostic accuracy.

He Ren, Yang Liu, Gong-Ning Li et al. · Journal of Vibration and Con... · 0 citations

Aug 2026

Adaptive mask flow adversarial network for single-source domain generalization fault diagnosis of train bearings.

A new single-source domain generalization model named adaptive mask flow adversarial network (AMFAN) is proposed, aiming to enhance generalization capability by effective cross-domain simulation based on learnable perturbations in feature space.

Jun Wang, Bo Yu, He Ren et al. · ISA transactions · 0 citations