Auxiliary-feature-embedded causality-inspired dynamic penalty networks for open-set domain generalization diagnosis scenario. - Ning Jia; Weiguo Huang; Chuancang Ding; Yifan Huangfu; Juanjuan Shi; Zhongkui Zhu (Adv. Eng. Informatics, 2025)

A novel adaptive gating neurons model with physical features weighted for bearing fault diagnosis under strong noise. - Panpan Guo; Weiguo Huang; Ning Jia; Chuancang Ding; Yifan Huangfu; Xingxing Jiang; Juanjuan Shi (Eng. Appl. Artif. Intell., 2025)

A physics-guided memory enhancement and causality-inspired generalization framework for continual fault diagnosis. - Ning Jia; Weiguo Huang; Panpan Guo; Chuancang Ding; Yifan Huangfu; Changqing Shen; Zhongkui Zhu (Knowl. Based Syst., 2025)

Class-aware quantitative adversarial network: a novel partial-set transfer mechanism for cross-domain fault diagnosis of rotating machinery. - Yanlin Zhou; Chuancang Ding; Mingkuan Shi; Hongbo Que; Yifan Huangfu; Changqing Shen; Weiguo Huang; Zhongkui Zhu (Knowl. Based Syst., 2025)