Intelligent prognostics of bearings based on bidirectional long short-term memory and wavelet packet decomposition

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çağlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.8K citations · Full text

Computing, Data Science, Machine Learning +13

LSTM: A Search Space Odyssey

Klaus Greff, Rupesh K. Srivastava, Jan Koutník et al. · IEEE Transactions on Neural Networks and Learning Systems · 2016 · 6.8K citations · Full text

Computing, Computer Science, Artificial Intelligence +11

Application of empirical mode decomposition and artificial neural network for automatic bearing fault diagnosis based on vibration signals

Jaouher Ben Ali, Nader Fnaiech, Lotfi Saïdi et al. · Applied Acoustics · 2014 · 764 citations

Engineering, Mechanical Engineering, Machine Learning +16

Deep learning-based remaining useful life estimation of bearings using multi-scale feature extraction

Xiang Li, Qian Ding · Reliability Engineering & System Safety · 2018 · 561 citations

Computing, Computer Science, Computer Vision +13

Remaining useful life predictions for turbofan engine degradation using semi-supervised deep architecture

André Listou Ellefsen, Emil Bjørlykhaug, Vilmar Æsøy et al. · Reliability Engineering & System Safety · 2018 · 505 citations · Full text

Computing, Computer Science, Feature Engineering +16