Method for predicting the remaining useful life of mechanical equipment based on deep reinforcement learning

Author:

ZHENG GuoKang,ZHOU Zheng,YAN RuQiang

Publisher

Science China Press., Co. Ltd.

Subject

Computer Networks and Communications,Control and Systems Engineering

Reference30 articles.

1. Liu X F. The reliability assessment and remaining useful life prediction of rolling bearing based on the LSTM network (in Chinese). Dissertation for Master’s Degree. Dalian: Dalian University of Technology, 2019. 1–2 [刘晓飞. 基于LSTM网络的滚动轴承可靠性评估及寿命预测. 硕士学位论文. 大连: 大连理工大学, 2019. 1–2].

2. Yuan Y, Huang H, Cheng C. Remaining useful life prediction of the aircraft engine based on the GRU-GAN network with a feature attention mechanism (in Chinese). Sci Sin Tech, 2022, 52: 198-212.

3. Chen Z Q. Research on equipment health assessment and remaining useful life prediction method based on LSTM (in Chinese). Dissertation for Master’s Degree. Hefei: University of Science and Technology of China, 2019. 5–6 [陈自强. 基于LSTM网络的设备健康状况评估与剩余寿命预测方法的研究. 硕士学位论文. 合肥: 中国科学技术大学, 2019. 5–6].

4. Paris P. A critical analysis of crack propagation laws. J Basic Eng, 1963, 85.

5. Ray A, Tangirala S. Stochastic modeling of fatigue crack dynamics for on-line failure prognostics. IEEE Trans Contr Syst Technol, 1996, 4: 443-451.

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