Frank-Wang-oss / GNN_RUL_BenchmarkingView external linksLinks
Benmarking for GNN-based RUL prediction
☆48Oct 2, 2024Updated last year
Alternatives and similar repositories for GNN_RUL_Benchmarking
Users that are interested in GNN_RUL_Benchmarking are comparing it to the libraries listed below
Sorting:
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆38Dec 2, 2025Updated 2 months ago
- This repository is the implementation for the paper Supervised Contrastive Learning based Dual-Mixer Model for Remaining Useful Life Pred…☆25Nov 25, 2024Updated last year
- The implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆27Mar 4, 2025Updated 11 months ago
- Graph Convolutional Network for RUL prediction with multi-sensor signals☆20Feb 12, 2023Updated 3 years ago
- This code repository is the source code of the paper "Deep Long-Range Spatiotemporal Dependency Synthetic Minority Oversampling Technique…☆12Nov 21, 2025Updated 2 months ago
- Core codes for the paper ["A General Data-driven Framework for Remaining Useful Life Estimation with Uncertainty Quantification Using Spl…☆13Jan 17, 2024Updated 2 years ago
- seanlau-flair / unsupervised-remaining-useful-life-prediction-for-bearings-with-virtual-health-index☆10Dec 8, 2022Updated 3 years ago
- An awesome list of papers on remaining useful life (RUL) prediction from arXiv☆19Jun 12, 2025Updated 8 months ago
- 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
- Source code for the paper "Evaluating calibration of deep fault diagnostic models under distribution shift" published in Journal Computer…☆20Jul 3, 2025Updated 7 months ago
- Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.☆49May 17, 2024Updated last year
- Wide Kernel Time-Frequency Fusion (WTFF)--Multi-Domain Time-Frequency Fusion Feature Contrastive Learning for Machinery Fault Diagnosis☆13Mar 21, 2025Updated 10 months ago
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆48Apr 14, 2025Updated 10 months ago
- Code for Remaining Useful Life Prediction of Lithium-ion Batteries using Spatio-temporal Multimodal Attention Networks☆30May 31, 2024Updated last year
- Code for the paper "Breaking the black box barrier: predicting remaining useful life under uncertainty from raw images with interpretable…☆13Feb 26, 2025Updated 11 months ago
- Importance-aware Subgraph Convolutional Networks Based on Multi-source Information Fusion for Cross-domain Mechanical Fault Diagnosis☆50Feb 26, 2025Updated 11 months ago
- ☆34Apr 14, 2022Updated 3 years ago
- This project aims to propose a TCN-Based Bayesian neural nework that is used for remaining useful life prediction.☆22Jun 15, 2021Updated 4 years ago
- Code for paper 'Unsupervised Contrastive Learning Based Single Domain Generalization Method for Intelligent Bearing Fault Diagnosis'☆20Jan 14, 2025Updated last year
- [IEEE TCYB 2024] Diff-MTS: Temporal-Augmented Conditional Diffusion-Based AIGC for Industrial Time Series Toward the Large Model Era☆66Dec 5, 2024Updated last year
- Remaining useful life prediction of aero-engines via domain-invariant and -specific features under the scenarios of working-condition shi…☆13May 12, 2023Updated 2 years ago
- MSGPT: LLM-based Semantic Prompt Framework under Multi-sensor Data for Mechanical Fault Diagnosis☆19Mar 15, 2025Updated 11 months ago
- A PyTorch implimentation of a conditional Dynamical Variational Autoencoder for remaining useful life estimation☆11Sep 20, 2023Updated 2 years ago
- 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 7 months ago
- Transformer-Based Diffusion Probabilistic Model to predict the Remaining Useful Life (RUL) of Lithium-ion batteries☆32Mar 5, 2025Updated 11 months ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆83Jun 19, 2023Updated 2 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆37Oct 9, 2023Updated 2 years ago
- Code for: RULSurv: A probabilistic survival-based method for early censoring-aware prediction of remaining useful life in ball bearings (…☆21Jan 16, 2026Updated last month
- ☆22Oct 12, 2024Updated last year
- A Semi-supervised Gaussian Mixture Variational Autoencoder method for few-shot fine-grained fault diagnosis☆44Jun 24, 2024Updated last year
- We have developed an innovative deep learning model, PSECNet, for the prediction of bearing Remaining Useful Life (RUL) on the IEEE 2012 …☆30Jul 7, 2024Updated last year
- Proposed ATS2S model for C-MAPSS dataset.☆16Jan 13, 2022Updated 4 years ago
- A Novel Patch-Based Transformer for Accurate Remaining Useful Life Prediction of Lithium-Ion Batteries☆30Feb 4, 2026Updated last week
- Source-free domain adaptation based on label reliability for cross-domain bearing fault diagnosis☆29Sep 30, 2025Updated 4 months ago
- ACAN: A Plug-and-Play Adaptive Center-Aligned Network for Unsupervised Domain Adaptation☆21Sep 12, 2024Updated last year
- 轴承故障数据集☆19Jun 6, 2024Updated last year
- Estimating Remaining Useful Life of a Turbofan Jet Engine using NCMAPSS dataset☆38Apr 15, 2023Updated 2 years ago
- Bayesian Neural Networks to predict RUL on N-CMAPSS☆21Sep 26, 2022Updated 3 years ago