TianyuanYang / MAML-for-Mechanical-Fault-DiagnosisView external linksLinks
Implementation of the mechanical fault diagnosis method using model agnostic meta-learning (MAML)
☆34Mar 27, 2023Updated 2 years ago
Alternatives and similar repositories for MAML-for-Mechanical-Fault-Diagnosis
Users that are interested in MAML-for-Mechanical-Fault-Diagnosis are comparing it to the libraries listed below
Sorting:
- 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
- The PyTorch version for Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis.☆61Dec 1, 2021Updated 4 years ago
- Physical-knowledge-Guided and Explainable CNNs for Gear Fault Severity Level Diagnosis☆18Feb 6, 2026Updated last week
- The source codes of Meta-learning for few-shot cross-domain fault diagnosis.☆178Feb 16, 2025Updated last year
- This is the implementation of Federated Meta-Learning for Few shot Fault Diagnosis (FedMeta-FFD).☆29Jan 21, 2024Updated 2 years ago
- Code for paper being submitted☆14Jul 9, 2025Updated 7 months ago
- Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnos…☆95Feb 14, 2025Updated last year
- M-band Wavelet Network for Anomaly Detection from a Frequency Perspective☆14May 14, 2025Updated 9 months ago
- The open-source code of "CS-SHAP: Extending SHAP to Cyclic-Spectral Domain for Better Interpretability of Intelligent Fault Diagnosis".☆19Jul 12, 2025Updated 7 months ago
- Regularized MAML for time-series data prediction☆17Jun 8, 2022Updated 3 years ago
- MATLAB codes for "Group-sparsity learning approach for bearing fault diagnosis"☆15May 6, 2022Updated 3 years ago
- GTFE-Net: A Gramian Time Frequency Enhancement CNN for bearing fault diagnosis☆40Mar 27, 2023Updated 2 years ago
- The code for http://arxiv.org/abs/2110.02498☆19Mar 9, 2023Updated 2 years ago
- This project deals with detection and diagnosis of 7 faults of a reciprocating compressor using acoustic signals. After feature extractio…☆15Aug 14, 2022Updated 3 years ago
- A comprehensive gear eccentricity dataset with multiple fault severity levels: Description, characteristics analysis, and fault diagnosis…☆11Feb 6, 2026Updated last week
- A few shot learning repository for bearing fault diagnosis.☆104Aug 3, 2023Updated 2 years ago
- A collection of Fault Diagnosis python codes☆10Mar 13, 2022Updated 3 years ago
- ☆13Sep 11, 2022Updated 3 years ago
- Wide Kernel Time-Frequency Fusion (WTFF)--Multi-Domain Time-Frequency Fusion Feature Contrastive Learning for Machinery Fault Diagnosis☆13Mar 21, 2025Updated 10 months ago
- The source code (Pytorch version) of paper "Multi-modality augmented Prototypical Network for Fault Diagnosis"☆11Aug 26, 2024Updated last year
- Fault diagnosis of some critical and non-critical faults in electric drives using anomaly detection.☆13May 21, 2023Updated 2 years ago
- ☆33Nov 20, 2023Updated 2 years ago
- Benchmarking fault detection and diagnosis methods☆30Feb 2, 2025Updated last year
- This is an implementation of single source multiple target domain adaptation for fault diagnosis☆48Jan 13, 2022Updated 4 years ago
- FDS-MOMEDA: Optimization-Blind Deconvolution in Finite High-Dimensional Spaces for Extracting Pulse Signal in Rolling Bearing Fault Diagn…☆11May 29, 2024Updated last year
- This is a code that combines federated learning with differential privacy for transformer fault diagnosis.☆27Apr 20, 2023Updated 2 years ago
- ☆17Sep 12, 2025Updated 5 months ago
- few shot learning (MAML) for time series prediction☆13Apr 21, 2021Updated 4 years ago
- This is the corresponding repository of paper Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning☆372Oct 10, 2022Updated 3 years ago
- Code repository for Fault diagnosis of rotating machinery based on recurrent neural networks☆16Mar 15, 2022Updated 3 years ago
- An Explainable Neural Network for Fault Diagnosis With a Frequency Activation Map☆14Dec 30, 2021Updated 4 years ago
- ☆10Apr 2, 2021Updated 4 years ago
- 用于求解薛定谔方程的数值解☆12Jun 21, 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
- Physics-informed Interpretable Wavelet Weight Initialization and Balanced Dynamic Adaptive Threshold for Intelligent Fault Diagnosis of R…☆97Apr 24, 2025Updated 9 months ago
- Implementation of categorical generative adversarial networks for unsupervised bearing fault diagnostics☆61Apr 14, 2022Updated 3 years ago
- This repository is for the Few-shot Learning for the fault diagnosis of large industrial equipment.☆98Jun 9, 2022Updated 3 years ago
- A public repository containing the data and code for the paper "Explainable fault and severity classification for rolling element bearing…☆21Aug 30, 2025Updated 5 months ago
- The PyTorch version for 'Domain-adversarial similarity-based meta-learning network'.☆17Apr 8, 2022Updated 3 years ago