Xiaoyang Liu

FEM Simulation-Based Generative Adversarial Networks to Detect Bearing Faults

Yun Gao, Xiaoyang Liu, Jiawei Xiang · IEEE Transactions on Industrial Informatics · 2020 · 209 citations

Artificial Intelligence, Fault Diagnosis, Engineering +16

A personalized diagnosis method to detect faults in gears using numerical simulation and extreme learning machine

Xiaoyang Liu, Haizhou Huang, Jiawei Xiang · Knowledge-Based Systems · 2020 · 162 citations

Fault Diagnosis, Condition Monitoring, Reliability Engineering +12

Fault Detection in Gears Using Fault Samples Enlarged by a Combination of Numerical Simulation and a Generative Adversarial Network

Yun Gao, Xiaoyang Liu, Jiawei Xiang · IEEE/ASME Transactions on Mechatronics · 2021 · 147 citations

Artificial Intelligence, Fault Diagnosis, Convolutional Neural Network +14

A hybrid of FEM simulations and generative adversarial networks to classify faults in rotor-bearing systems

Yun Gao, Xiaoyang Liu, Haizhou Huang et al. · ISA Transactions · 2020 · 97 citations

Artificial Intelligence, Fault Diagnosis, Engineering +9

Minimum entropy deconvolution based on simulation-determined band pass filter to detect faults in axial piston pump bearings

Shuhui Wang, Jiawei Xiang, Hesheng Tang et al. · ISA Transactions · 2018 · 92 citations

Fault Detection, Fault Diagnosis, Fault Estimation +1