Yifei20 / Few-shot-Fault-Diagnosis-MAMLLinks
Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnosis problem.
☆88Updated 10 months ago
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.☆103Updated 2 years ago
- An official code for paper: TFPred: Learning discriminative representations from unlabeled data for few-label rotating machinery fault di…☆69Updated last year
- A Rolling Bearing Fault Diagnosis Method Using Multi-Sensor Data and Periodic Sampling （pytorch)☆46Updated 3 years ago
- This repository is for the Few-shot Learning for the fault diagnosis of large industrial equipment.☆96Updated 3 years ago
- The intelligent fault diagnosis of HNU IDG☆121Updated 3 years ago
- The PyTorch version for Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis.☆61Updated 4 years ago
- GTFE-Net: A Gramian Time Frequency Enhancement CNN for bearing fault diagnosis☆40Updated 2 years ago
- Random convolution layer: An auxiliary method to improve fault diagnosis performance☆30Updated last year
- This reposotory release a bearing failure dataset, which can support intelliegnt fault diagnosis research（实验室自采轴承开源数据集，包含稳定转速和时变转速）☆95Updated 7 months ago
- Maximum mean square discrepancy: A new discrepancy representation metric for mechanical fault transfer diagnosis☆32Updated 2 years ago
- Physics-informed Interpretable Wavelet Weight Initialization and Balanced Dynamic Adaptive Threshold for Intelligent Fault Diagnosis of R…☆95Updated 8 months ago
- Source codes for the paper "Few-shot bearing fault diagnosis based on meta-learning with discriminant space optimization" (MLDSO) which p…☆33Updated last year
- This is a benckmark for domain generalization-based fault diagnosis （基于领域泛化的相关代码）☆116Updated last year
- MSIFT: A Novel End-to-End Mechanical Fault Diagnosis Framework under Limited & Imbalanced Data Using Multi-Source Information Fusion☆63Updated 10 months ago
- Importance-aware Subgraph Convolutional Networks Based on Multi-source Information Fusion for Cross-domain Mechanical Fault Diagnosis☆49Updated 10 months ago
- Deep discriminative transfer learning network for cross-machine fault diagnosis☆118Updated last year
- Auto-Embedding Transformer for Interpretable Few-Shot Fault Diagnosis of Rolling Bearings☆30Updated last year
- This is an open source lib called "DGFDBenchmark" for domain-generalization-based fault diagnosis☆99Updated 8 months ago
- A fault diagnosis method for rotating machinery based on CNN with mixed information☆44Updated 2 years ago
- 一种轻量化故障诊断框架——LiConvFormer☆141Updated last year
- ☆115Updated last year
- 基于Laplace小波卷积和BiGRU的少量样本故障诊断方法 (Small sample fault diagnosis based on Laplace wavelet convolution and BiGRU)☆68Updated 6 months ago
- Implementation of the mechanical fault diagnosis method using model agnostic meta-learning (MAML)☆34Updated 2 years ago
- 一种数字孪生辅助的高度不平衡故障诊断新框架☆107Updated last year
- Master Thesis: Intelligent Ball Screw Fault Diagnosis Using Deep Learning Based Domain Adaptation and Transfer Learning☆45Updated 3 years ago
- Fast Random Wavelet Kernel Convolution for Weak-Fault Diagnosis☆33Updated 10 months ago
- Source codes for the paper "Domain generalization for rotating machinery fault diagnosis: A survey" published in Advanced Engineering Inf…☆47Updated 11 months ago
- ☆47Updated 3 years ago
- code for DFAWnet☆37Updated 2 years ago
- WT-planetary-gearbox-datasets☆83Updated 2 months ago