Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnosis problem.
☆97Feb 14, 2025Updated last year
Alternatives and similar repositories for Few-shot-Fault-Diagnosis-MAML
Users that are interested in Few-shot-Fault-Diagnosis-MAML are comparing it to the libraries listed below
Sorting:
- A few shot learning repository for bearing fault diagnosis.☆105Aug 3, 2023Updated 2 years ago
- Source codes for the paper "Domain generalization for rotating machinery fault diagnosis: A survey" published in Advanced Engineering Inf…☆50Jan 2, 2025Updated last year
- [IEEE TIM] This is official code for paper "Few-Shot Bearing Fault Diagnosis via Ensembling Transformer-based Model with Mahalanobis Dist…☆132Jan 15, 2025Updated last year
- M-band Wavelet Network for Anomaly Detection from a Frequency Perspective☆14May 14, 2025Updated 9 months ago
- Source codes for the paper "Few-shot bearing fault diagnosis based on meta-learning with discriminant space optimization" (MLDSO) which p…☆34Dec 12, 2024Updated last year
- Single-Source Domain Generalization for Bearing Fault Diagnosis Using Feature-Augmented Adaptive Neuro-Fuzzy Inference System☆11Apr 13, 2024Updated last year
- [IEEE TII] Balancing Discrepancy and Consistency: Adversarial Single Domain Generalization in Fault Diagnosis☆27Nov 26, 2025Updated 3 months ago
- Fast Random Wavelet Kernel Convolution for Weak-Fault Diagnosis☆34Feb 16, 2025Updated last year
- Few-shot Metric Adversarial Adaptation for Cross-machine Fault Diagnosis☆10Apr 7, 2025Updated 11 months ago
- The source code (Pytorch version) of paper "Multi-modality augmented Prototypical Network for Fault Diagnosis"☆11Aug 26, 2024Updated last year
- ☆23May 6, 2025Updated 10 months ago
- Wide Kernel Time-Frequency Fusion （WTFF）--Multi-Domain Time-Frequency Fusion Feature Contrastive Learning for Machinery Fault Diagnosis☆14Mar 21, 2025Updated 11 months ago
- The implementation of ACGAN-FG for zero-shot fault diagnosis (Ongoing update)☆18Jun 27, 2025Updated 8 months ago
- Interpretable modulated differentiable STFT and physics-informed balanced spectrum metric for freight train wheelset bearing cross-machin…☆18Jul 30, 2024Updated last year
- The source codes of Meta-learning for few-shot cross-domain fault diagnosis.☆178Feb 16, 2025Updated last year
- A Semi-supervised Gaussian Mixture Variational Autoencoder method for few-shot fine-grained fault diagnosis☆44Jun 24, 2024Updated last year
- Code for paper 'Unsupervised Contrastive Learning Based Single Domain Generalization Method for Intelligent Bearing Fault Diagnosis'☆21Jan 14, 2025Updated last year
- The source code of the model: Multi-Scale Graph Convolutional Network with Contrastive-Learning enhanced Self-attention Pooling (MSGCN-CS…☆18Apr 10, 2024Updated last year
- DMsrTTLN code☆18Aug 25, 2024Updated last year
- Random convolution layer: An auxiliary method to improve fault diagnosis performance☆30Aug 26, 2024Updated last year
- Code for the paper "A Novel Interpretable Model via Algorithm Unrolling for Intelligent Fault Diagnosis of Machinery"☆13Dec 14, 2024Updated last year
- Code for paper being submitted☆14Jul 9, 2025Updated 8 months ago
- The implementation of Multiplication Convolutional Networks (MCN) in Pytorch.☆22May 17, 2024Updated last year
- ☆16May 20, 2024Updated last year
- The open-source code of "CS-SHAP: Extending SHAP to Cyclic-Spectral Domain for Better Interpretability of Intelligent Fault Diagnosis".☆20Jul 12, 2025Updated 7 months ago
- ☆16Nov 29, 2024Updated last year
- Python code for TCTL method☆13Jun 22, 2024Updated last year
- Auto-Embedding Transformer for Interpretable Few-Shot Fault Diagnosis of Rolling Bearings☆31Jun 4, 2024Updated last year
- Dual Adversarial and Contrastive Network for Single-Source Domain Generalization in Fault Diagnosis☆17Mar 7, 2025Updated last year
- Importance-aware Subgraph Convolutional Networks Based on Multi-source Information Fusion for Cross-domain Mechanical Fault Diagnosis☆50Feb 26, 2025Updated last year
- A Bayesian Probabilistic Framework for Mechanical Fault Diagnosis☆15Mar 28, 2024Updated last year
- This is a benckmark for domain generalization-based fault diagnosis （基于领域泛化的相关代码）☆124Dec 13, 2024Updated last year
- Multi-scale Quaternion CNN and BiGRU with Cross Self-attention Feature Fusion for Fault Diagnosis of Bearing☆50May 28, 2024Updated last year
- The PyTorch version for Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis.☆62Dec 1, 2021Updated 4 years ago
- ACAN: A Plug-and-Play Adaptive Center-Aligned Network for Unsupervised Domain Adaptation☆21Sep 12, 2024Updated last year
- A benchmark fault diagnosis dataset comprises vibration data collected from a gearbox under variable working conditions with intentionall…☆84Nov 26, 2025Updated 3 months ago
- MSGPT: LLM-based Semantic Prompt Framework under Multi-sensor Data for Mechanical Fault Diagnosis☆21Mar 15, 2025Updated 11 months ago
- This code repository is the source code of the paper "Deep Long-Range Spatiotemporal Dependency Synthetic Minority Oversampling Technique…☆12Nov 21, 2025Updated 3 months ago
- Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization☆551Oct 10, 2024Updated last year