A new supervised multi-head self-attention autoencoder for health indicator construction and similarity-based machinery RUL prediction. - Yi Qin 004; Jiahong Yang 002; Jianghong Zhou; Huayan Pu; Yongfang Mao (Adv. Eng. Informatics, 2023)

A systematic overview of health indicator construction methods for rotating machinery. - Jianghong Zhou; Jiahong Yang 002; Yi Qin 004 (Eng. Appl. Artif. Intell., 2024)

Benchmark transformation neural network for health indicator construction under time-varying speed and its application in machinery prognostics. - Jiahong Yang 002; Jianghong Zhou; Yi Chai 003; Dingliang Chen; Yi Qin 004 (Reliab. Eng. Syst. Saf., 2025)

Remaining Useful Life Prediction Methodologies With Health Indicator Dependence for Rotating Machinery: A Comprehensive Review. - Jianghong Zhou; Jiahong Yang 002; Sheng Xiang; Yi Qin 004 (IEEE Trans. Instrum. Meas., 2025)