Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.
☆49May 17, 2024Updated last year
Alternatives and similar repositories for Time-Series-Hybrid-Autoencoder
Users that are interested in Time-Series-Hybrid-Autoencoder are comparing it to the libraries listed below
Sorting:
- The implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆27Mar 4, 2025Updated last year
- Transformer-Based Diffusion Probabilistic Model to predict the Remaining Useful Life (RUL) of Lithium-ion batteries☆32Mar 5, 2025Updated last year
- A PyTorch implimentation of a conditional Dynamical Variational Autoencoder for remaining useful life estimation☆11Sep 20, 2023Updated 2 years 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 last year
- Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)☆20Jul 26, 2023Updated 2 years ago
- ☆24Feb 4, 2023Updated 3 years ago
- 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
- unofficial reproduction of: a transferable lithium-ion battery remaining useful life prediction method from cycle-consistency of degradat…☆20Aug 23, 2023Updated 2 years ago
- Code for paper being submitted☆14Jul 9, 2025Updated 7 months 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
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆62Feb 18, 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 3 months ago
- Benmarking for GNN-based RUL prediction☆50Oct 2, 2024Updated last year
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆38Dec 2, 2025Updated 3 months ago
- Proposed ATS2S model for C-MAPSS dataset.☆16Jan 13, 2022Updated 4 years ago
- Remaining useful life prediction. Degradation path approximation (DPA) is a highly easy-to-understand and brand-new solution way for data…☆19Feb 27, 2024Updated 2 years 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
- 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
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆39Apr 22, 2024Updated last year
- Battery remaining useful life prediction using CNN-LSTM on multi-channel charge profile data.☆17Jan 27, 2024Updated 2 years ago
- This project is for paper " PFFN: A Parallel Feature Fusion Network for Remaining Useful Life Early Prediction of Lithium-ion Battery …☆10Apr 17, 2024Updated last year
- Physical-knowledge-Guided and Explainable CNNs for Gear Fault Severity Level Diagnosis☆19Feb 6, 2026Updated 3 weeks ago
- Bayesian Deep Learning for Remaining Useful Life Estimation of Machine Tool Components☆15Apr 26, 2022Updated 3 years 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
- ☆34Apr 14, 2022Updated 3 years ago
- Bayesian Neural Networks to predict RUL on N-CMAPSS☆28Oct 17, 2023Updated 2 years ago
- A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks☆135Jan 28, 2024Updated 2 years ago
- This code is for paper "KDnet-RUL: A knowledge distillation framework to compress deep neural networks for machine remaining learning use…☆18Mar 24, 2023Updated 2 years ago
- MSGPT: LLM-based Semantic Prompt Framework under Multi-sensor Data for Mechanical Fault Diagnosis☆20Mar 15, 2025Updated 11 months ago
- Code for paper 'Unsupervised Contrastive Learning Based Single Domain Generalization Method for Intelligent Bearing Fault Diagnosis'☆21Jan 14, 2025Updated last year
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 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
- Pytorch implementation of Gaussian Mixture Variational Autoencoder GMVAE☆20Jun 23, 2024Updated last year
- 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
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆117Apr 11, 2023Updated 2 years ago