| 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 |
| PreGAN: Preemptive Migration Prediction Network for Proactive Fault-Tolerant Edge Computing | Dec 4, 2021 | Edge-computingFault Detection | CodeCode Available | 1 |
| DeepOrder: Deep Learning for Test Case Prioritization in Continuous Integration Testing | Oct 14, 2021 | Fault Detectionregression | CodeCode Available | 1 |
| MD Loss: Efficient Training of 3D Seismic Fault Segmentation Network under Sparse Labels by Weakening Anomaly Annotation | Oct 11, 2021 | Fault DetectionImage Segmentation | CodeCode Available | 1 |
| Ellipsotopes: Combining Ellipsoids and Zonotopes for Reachability Analysis and Fault Detection | Aug 3, 2021 | Fault Detection | CodeCode Available | 1 |
| Time-Series Representation Learning via Temporal and Contextual Contrasting | Jun 26, 2021 | Automatic Sleep Stage ClassificationContrastive Learning | CodeCode Available | 1 |
| GPLA-12: An Acoustic Signal Dataset of Gas Pipeline Leakage | Jun 19, 2021 | Fault DetectionFault Diagnosis | CodeCode Available | 1 |
| Online Forecasting and Anomaly Detection Based on the ARIMA Model | Apr 2, 2021 | Anomaly DetectionChange Point Detection | CodeCode Available | 1 |
| FaultNet: A Deep Convolutional Neural Network for bearing fault classification | Oct 5, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM Model | Jun 5, 2020 | ClassificationDiagnostic | CodeCode Available | 1 |
| Machine Learning-Based Unbalance Detection of a Rotating Shaft Using Vibration Data | May 26, 2020 | BIG-bench Machine LearningDiagnostic | CodeCode Available | 1 |
| On the Pitfalls of Measuring Emergent Communication | Mar 12, 2019 | Deep Reinforcement LearningFault Detection | CodeCode Available | 1 |
| Smart fault detection in satellite electrical power system | Jul 18, 2025 | DiagnosticFault Detection | —Unverified | 0 |
| Predictive Maintenance Optimization for Smart Vending Machines Using IoT and Machine Learning | Jun 26, 2025 | Fault DetectionScheduling | —Unverified | 0 |
| Recursive-ARX for Grid-Edge Fault Detection | Jun 24, 2025 | Fault Detection | —Unverified | 0 |
| Observer Switching Strategy for Enhanced State Estimation in CSTR Networks | Jun 16, 2025 | Fault DetectionState Estimation | —Unverified | 0 |
| BattBee: Equivalent Circuit Modeling and Early Detection of Thermal Runaway Triggered by Internal Short Circuits for Lithium-Ion Batteries | Jun 16, 2025 | Fault Detection | —Unverified | 0 |
| Temporal cross-validation impacts multivariate time series subsequence anomaly detection evaluation | Jun 13, 2025 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Joint System Modeling Approach for Fault Simulation of Start-er/Generator and Gas Generator in All-Electric APU | Jun 12, 2025 | AllComputational Efficiency | —Unverified | 0 |
| Interturn Fault Detection in IPMSMs: Two Adaptive Observer-based Solutions | May 29, 2025 | Fault Detectionparameter estimation | —Unverified | 0 |
| Time-Series Learning for Proactive Fault Prediction in Distributed Systems with Deep Neural Structures | May 27, 2025 | Fault DetectionPrediction | —Unverified | 0 |
| Selection Mechanisms for Sequence Modeling using Linear State Space Models | May 23, 2025 | Fault DetectionLanguage Modeling | —Unverified | 0 |
| Impact of Data Sparsity on Machine Learning for Fault Detection in Power System Protection | May 21, 2025 | Fault Detection | —Unverified | 0 |
| EvoGPT: Enhancing Test Suite Robustness via LLM-Based Generation and Genetic Optimization | May 18, 2025 | DiversityFault Detection | —Unverified | 0 |
| Cloud-Based AI Systems: Leveraging Large Language Models for Intelligent Fault Detection and Autonomous Self-Healing | May 16, 2025 | Anomaly DetectionCloud Computing | —Unverified | 0 |
| Implicit Neural Representation of Waveform Measurements in Power Systems Waveform Data Analysis | May 14, 2025 | Fault Detection | —Unverified | 0 |