survml / survml-transformer-rul-predictionLinks
Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021). Remaining useful life estimation via transformer encoder enhanced by a gated convolutional unit. Journal of Intelligent Manufacturing, 1-10.
☆22Updated 2 years ago
Alternatives and similar repositories for survml-transformer-rul-prediction
Users that are interested in survml-transformer-rul-prediction are comparing it to the libraries listed below
Sorting:
- This project aims to propose a TCN-Based Bayesian neural nework that is used for remaining useful life prediction.☆22Updated 4 years ago
- Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estim…☆22Updated 3 years ago
- ☆15Updated 2 years ago
- case study for remaining useful life estimation☆33Updated last year
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆31Updated last year
- seanlau-flair / unsupervised-remaining-useful-life-prediction-for-bearings-with-virtual-health-index☆10Updated 2 years ago
- TL-UESTC / Privacy-Preserving-Adaptive-Remaining-Useful-Life-Prediction-via-Source-Free-Domain-AdaptionThe implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆23Updated 4 months ago
- ☆22Updated 2 years ago
- Produce an example using LSTM to predict remaining useful life of machinery☆16Updated last year
- ☆64Updated 4 years ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆57Updated 2 years ago
- Proposed ATS2S model for C-MAPSS dataset.☆15Updated 3 years ago
- This repository is the implementation for the paper Supervised Contrastive Learning based Dual-Mixer Model for Remaining Useful Life Pred…☆17Updated 7 months ago
- Remaining useful life prediction for N-CMAPSS dataset☆18Updated 3 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆35Updated last year
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆31Updated 4 months ago
- Paper-Reproduce: (Sensors-MDPI) Remaining Useful Life Prediction Method for Bearings Based on LSTM with Uncertainty Quantification☆26Updated 2 years ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆69Updated 2 years ago
- Application of Transfer Learning for RUL Prediction☆27Updated 4 years ago
- ☆11Updated last year
- unofficial reproduction of: a transferable lithium-ion battery remaining useful life prediction method from cycle-consistency of degradat…☆20Updated last year
- Benmarking for GNN-based RUL prediction☆32Updated 9 months ago
- Remaining useful life prediction by Transformer-based Model☆51Updated 2 years ago
- Remaining Useful Life prediction with a Deep Self-Supervised Learning Approach☆20Updated last year
- Variational encoding based on factorized temporal-channel fusion and feature fusion for interpretable remaining useful life prediction☆26Updated last year
- Official implementation of https://arxiv.org/abs/1911.06256. Bayesian and frequentist deep learning models for remaining useful life (RUL…☆21Updated 5 years ago
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆55Updated last year
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆37Updated 3 months ago
- ☆33Updated 3 years ago
- This is an official code of "Bi-LSTM based Two-Stream Network for Machine Remaining Useful Life Prediction"☆14Updated last year