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.
☆310Oct 26, 2021Updated 4 years ago
Alternatives and similar repositories for PyTorch-Transformer-for-RUL-Prediction
Users that are interested in PyTorch-Transformer-for-RUL-Prediction are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Pa…☆186Jul 5, 2021Updated 5 years ago
- RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN☆144Nov 6, 2020Updated 5 years ago
- PyTorch implementation of CNN for remaining useful life prediction. Inspired by Babu, G. S., Zhao, P., & Li, X. L. (2016, April). Deep co…☆105Jul 5, 2021Updated 5 years ago
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆50Apr 14, 2025Updated last year
- Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo…☆24Jan 7, 2023Updated 3 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Remaining useful life prediction by Transformer-based Model☆59Aug 19, 2022Updated 4 years ago
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆53Apr 18, 2023Updated 3 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆123Apr 11, 2023Updated 3 years ago
- The code of DAST☆65Nov 3, 2022Updated 3 years ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆95Jun 19, 2023Updated 3 years ago
- to prediction the remain useful life of bearing based on 2012 PHM data☆326Jan 17, 2021Updated 5 years ago
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆121Apr 13, 2023Updated 3 years ago
- Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries☆513May 30, 2024Updated 2 years ago
- This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.☆221Jan 5, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆222Apr 6, 2024Updated 2 years ago
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆55Nov 10, 2021Updated 4 years ago
- ☆16Aug 11, 2022Updated 4 years ago
- The implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆31Mar 4, 2025Updated last year
- ☆59Mar 24, 2023Updated 3 years ago
- ☆109Sep 12, 2026Updated last month
- Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estim…☆23May 9, 2022Updated 4 years ago
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆63May 23, 2024Updated 2 years ago
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 2023Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A collection of datasets for RUL estimation as Lightning Data Modules.☆72Mar 26, 2026Updated 6 months ago
- Deep learning approach for estimation of Remaining Useful Life (RUL) of an engine☆250Oct 2, 2020Updated 6 years ago
- One model for RUL and fault prognostic prediction on XJTU bearing dataset☆104Aug 13, 2019Updated 7 years ago
- A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks☆159Jan 28, 2024Updated 2 years ago
- Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).☆179Mar 17, 2023Updated 3 years ago
- ☆76Jan 17, 2021Updated 5 years ago
- Multi-Objective Optimization of ELM for RUL Prediction☆15Jun 1, 2022Updated 4 years ago
- Remaining Useful Life Prediction Using RNN/LSTM/GRU Neural Networks☆157Jan 6, 2022Updated 4 years ago
- Remain useful life prediction of rolling bearing.☆58Oct 30, 2020Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Generalized Multiscale Feature Extraction for Remaining Useful Life Prediction of Bearings with Generative Adversarial Networks☆52May 30, 2022Updated 4 years ago
- collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset☆154Jan 24, 2021Updated 5 years ago
- Remaining Useful Life (RUL) prediction for Turbofan Engines☆31Nov 16, 2021Updated 4 years ago
- ☆67Nov 30, 2020Updated 5 years ago
- PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Pa…☆14Jan 7, 2023Updated 3 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆39Oct 9, 2023Updated 3 years ago
- Deep learning in PHM，Deep learning in fault diagnosis，Deep learning in remaining useful life prediction☆490Mar 24, 2021Updated 5 years ago