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

Liang Ma, Yu Ding, Zili Wang, Chao Wang, Jian Ma, Chen Lü

2021Expert Systems with Applications80 citationsDOI

Topics & Concepts

Adversarial systemComputer scienceScheme (mathematics)Generative grammarGenerative adversarial networkArtificial intelligenceFault (geology)Machine learningPattern recognition (psychology)Data miningDeep learningMathematicsSeismologyGeologyMathematical analysisMachine Fault Diagnosis TechniquesAdvanced machining processes and optimizationFault Detection and Control Systems
An interpretable data augmentation scheme for machine fault diagnosis based on a sparsity-constrained generative adversarial network | Litcius