Liang Ma

Intelligent fault diagnosis for rotating machinery using deep Q-network based health state classification: A deep reinforcement learning approach

Yu Ding, Liang Ma, Jian Ma et al. · Advanced Engineering Informatics · 2019 · 156 citations

Artificial Intelligence, Fault Diagnosis, Intelligent Fault Diagnosis +11

A Generative Adversarial Network-Based Intelligent Fault Diagnosis Method for Rotating Machinery Under Small Sample Size Conditions

Yu Ding, Liang Ma, Jian Ma et al. · IEEE Access · 2019 · 102 citations · Full text

Artificial Intelligence, Fault Diagnosis, Condition Monitoring +14

An unsupervised domain adaptation approach with enhanced transferability and discriminability for bearing fault diagnosis under few-shot samples

Wengang Ma, Yadong Zhang, Liang Ma et al. · Expert Systems with Applications · 2023 · 76 citations

Fault Diagnosis, Engineering, Machine Learning +12

An interpretable data augmentation scheme for machine fault diagnosis based on a sparsity-constrained generative adversarial network

Liang Ma, Yu Ding, Zili Wang et al. · Expert Systems with Applications · 2021 · 75 citations

Artificial Intelligence, Fault Diagnosis, Data Augmentation +8

A fault diagnosis approach for diesel engines based on self-adaptive WVD, improved FCBF and PECOC-RVM

Yu Liu, Junhong Zhang, Liang Ma · Neurocomputing · 2015 · 61 citations

Fault Diagnosis, Engineering, Fault Analysis +6