| 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 |
| Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency | Jun 17, 2022 | Activity RecognitionDomain Adaptation | CodeCode Available | 2 |
| Self-Supervised Log Parsing | Mar 17, 2020 | Anomaly DetectionFault Detection | CodeCode Available | 2 |
| Online Isolation Forest | May 14, 2025 | Anomaly DetectionFault Detection | CodeCode Available | 1 |
| Integrating Physics and Data-Driven Approaches: An Explainable and Uncertainty-Aware Hybrid Model for Wind Turbine Power Prediction | Feb 11, 2025 | Fault Detectionquantile regression | CodeCode Available | 1 |
| FaultExplainer: Leveraging Large Language Models for Interpretable Fault Detection and Diagnosis | Dec 19, 2024 | Data VisualizationFault Detection | CodeCode Available | 1 |
| Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networks | Dec 2, 2024 | ClassificationExplainable Models | CodeCode Available | 1 |
| Gaussian process-based online health monitoring and fault analysis of lithium-ion battery systems from field data | Jun 27, 2024 | Fault DetectionGaussian Processes | CodeCode Available | 1 |
| DKDL-Net: A Lightweight Bearing Fault Detection Model via Decoupled Knowledge Distillation and Low-Rank Adaptation Fine-tuning | Jun 10, 2024 | Fault DetectionFault Diagnosis | CodeCode Available | 1 |
| USD: Unsupervised Soft Contrastive Learning for Fault Detection in Multivariate Time Series | May 25, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| A probabilistic estimation of remaining useful life from censored time-to-event data | May 2, 2024 | Fault DetectionSurvival Analysis | CodeCode Available | 1 |
| PHMD: An easy data access tool for prognosis and health management datasets | Jan 22, 2024 | Anomaly DetectionFault Detection | CodeCode Available | 1 |
| Exploring Sound vs Vibration for Robust Fault Detection on Rotating Machinery | Dec 17, 2023 | Fault Detection | CodeCode Available | 1 |
| NNG-Mix: Improving Semi-supervised Anomaly Detection with Pseudo-anomaly Generation | Nov 20, 2023 | Anomaly DetectionData Augmentation | CodeCode Available | 1 |
| Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification | Jul 27, 2023 | Fault DetectionUncertainty Quantification | CodeCode Available | 1 |
| DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems | Jul 7, 2023 | Anomaly DetectionFault Detection | CodeCode Available | 1 |
| BALANCE: Bayesian Linear Attribution for Root Cause Localization | Jan 31, 2023 | Explainable Artificial Intelligence (XAI)Fault Detection | CodeCode Available | 1 |
| Zero-Shot Motor Health Monitoring by Blind Domain Transition | Dec 12, 2022 | Fault DetectionGenerative Adversarial Network | CodeCode Available | 1 |
| Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection | Sep 25, 2022 | Anomaly DetectionEvent Detection | CodeCode Available | 1 |
| SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes | Aug 17, 2022 | Anomaly DetectionChemical Process | CodeCode Available | 1 |
| CIPCaD-Bench: Continuous Industrial Process datasets for benchmarking Causal Discovery methods | Aug 2, 2022 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Explainable AI Algorithms for Vibration Data-based Fault Detection: Use Case-adadpted Methods and Critical Evaluation | Jul 21, 2022 | Explainable Artificial Intelligence (XAI)Fault Detection | CodeCode Available | 1 |
| DeepDiagnosis: Automatically Diagnosing Faults and Recommending Actionable Fixes in Deep Learning Programs | Dec 7, 2021 | Fault DetectionFault localization | CodeCode Available | 1 |
| Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning | Dec 6, 2021 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
