| BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal Representation | Aug 21, 2024 | Fault DiagnosisManagement | CodeCode Available | 2 |
| Multi-scale Quaternion CNN and BiGRU with Cross Self-attention Feature Fusion for Fault Diagnosis of Bearing | May 25, 2024 | Domain AdaptationFault Detection | CodeCode Available | 2 |
| TFPred: Learning Discriminative Representations from Unlabeled Data for Few-Label Rotating Machinery Fault Diagnosis | May 1, 2024 | Fault DetectionFault Diagnosis | CodeCode Available | 2 |
| Classifier-guided neural blind deconvolution: a physics-informed denoising module for bearing fault diagnosis under heavy noise | Apr 11, 2024 | Deep LearningDenoising | CodeCode Available | 2 |
| Few-Shot Bearing Fault Diagnosis Via Ensembling Transformer-Based Model With Mahalanobis Distance Metric Learning From Multiscale Features | Mar 25, 2024 | ClassificationFault Diagnosis | CodeCode Available | 2 |
| Source-free domain adaptation based on label reliability for cross-domain bearing fault diagnosis | Mar 11, 2025 | Data AugmentationDomain Adaptation | CodeCode Available | 1 |
| Mixmamba-fewshot: mamba and attention mixer-based method with few-shot learning for bearing fault diagnosis | Feb 27, 2025 | ClassificationDiagnostic | CodeCode Available | 1 |
| Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networks | Dec 2, 2024 | ClassificationExplainable Models | CodeCode Available | 1 |
| Use Digital Twins to Support Fault Diagnosis From System-level Condition-monitoring Data | Nov 2, 2024 | Deep LearningFault Diagnosis | CodeCode Available | 1 |
| Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis | Sep 20, 2024 | Anomaly DetectionFault Diagnosis | CodeCode Available | 1 |