Physics-guided counterfactual causal learning for explainable single-source domain generalization cross-machine bearing fault diagnosis
Zihao Deng, Niaoqing Hu, Yi Yang, Zhengyang Yin, Haoyv Luo, Xiaosong Lin, Jiajie Hao, Zuanbo Zhou
Topics & Concepts
Counterfactual thinkingMachine learningArtificial intelligenceComputer scienceGeneralizationCausality (physics)Regularization (linguistics)Domain (mathematical analysis)Fault (geology)Causal modelDomain knowledgeCausal structureData modelingDeep learningArtificial neural networkData miningComponent (thermodynamics)Causal reasoningFeature learningCategorical variablePerceptionCodebaseRobustness (evolution)Similarity (geometry)Supervised learningMachine Fault Diagnosis TechniquesEngineering Diagnostics and ReliabilityHydrogen embrittlement and corrosion behaviors in metals