Artificial intelligence in prognostics and health management of engineering systems

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

Natural Sciences, Computer Science, Algorithms +8

Deep learning and its applications to machine health monitoring

Rui Zhao, Ruqiang Yan, Zhenghua Chen et al. · Mechanical Systems and Signal Processing · 2018 · 2.6K citations

Computing, Computer Science, Data Science +14

Remaining useful life estimation in prognostics using deep convolution neural networks

Xiang Li, Qian Ding, Jian‐Qiao Sun · Reliability Engineering & System Safety · 2017 · 1.7K citations

Computing, Health Informatics, Forecasting +8

Damage propagation modeling for aircraft engine run-to-failure simulation

Abhinav Saxena, Kai Goebel, Don Simon et al. · 2008 · 1.6K citations

Engineering, Mechanical Engineering, Systems Engineering +17

Hyperparameter Optimization for Machine Learning Models Based on Bayesian Optimization

Jia Wu, Xiu Yun Chen, Hao Zhang et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2019 · 1.4K citations · Full text

Computing, Computer Science, Bayesian Data Analysis +15