The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of CMAPSS dataset. Signal selection, Attention mechanism, and Interpretability of deep learning are explored.
☆63Feb 18, 2023Updated 3 years ago
Alternatives and similar repositories for RESS-Paper-2022.09-Remaining-useful-life-prediction-by-TaFCN
Users that are interested in RESS-Paper-2022.09-Remaining-useful-life-prediction-by-TaFCN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Remaining useful life prediction for N-CMAPSS dataset☆20Mar 11, 2022Updated 4 years ago
- Bayesian Deep Learning for Remaining Useful Life Estimation of Machine Tool Components☆15Apr 26, 2022Updated 3 years ago
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆48Apr 14, 2025Updated 11 months ago
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 2023Updated 2 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
- A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks☆140Jan 28, 2024Updated 2 years ago
- 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
- ☆24Feb 4, 2023Updated 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
- Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estim…☆23May 9, 2022Updated 3 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆118Apr 11, 2023Updated 2 years ago
- ☆66Nov 30, 2020Updated 5 years ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆87Jun 19, 2023Updated 2 years ago
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆106Apr 13, 2023Updated 2 years ago
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆38Dec 2, 2025Updated 3 months ago
- ☆106Jan 26, 2024Updated 2 years ago
- The code for paper "Position Encoding based Convolutional Neural Networks for Machine Remaining Useful Life Prediction"☆15Oct 6, 2022Updated 3 years ago
- RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN☆133Nov 6, 2020Updated 5 years ago
- Graph Convolutional Network for RUL prediction with multi-sensor signals☆20Feb 12, 2023Updated 3 years ago
- This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.☆217Jan 5, 2025Updated last year
- This is an official code of "Bi-LSTM based Two-Stream Network for Machine Remaining Useful Life Prediction"☆15Dec 19, 2023Updated 2 years ago
- The implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆28Mar 4, 2025Updated last year
- This repository is the implementation for the paper Supervised Contrastive Learning based Dual-Mixer Model for Remaining Useful Life Pred…☆28Nov 25, 2024Updated last year
- Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.☆49May 17, 2024Updated last year
- Multi-channel Transformer for battery remaining useful life prediction☆20Apr 7, 2021Updated 4 years ago
- ☆16Aug 11, 2022Updated 3 years ago
- to prediction the remain useful life of bearing based on 2012 PHM data☆313Jan 17, 2021Updated 5 years ago
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆62May 23, 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
- Multi-Objective Optimization of ELM for RUL Prediction☆15Jun 1, 2022Updated 3 years ago
- Code used in Thesis "Convolutional Recurrent Neural Networks for Remaining Useful Life Prediction in Mechanical Systems".☆85Dec 7, 2018Updated 7 years ago
- An artificial neural network (ANN) based method is developed for achieving more accurate remaining useful life prediction of Lithium Ion …☆16Sep 19, 2022Updated 3 years ago
- PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Pa…☆175Jul 5, 2021Updated 4 years ago
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆50Apr 18, 2023Updated 2 years ago
- Source code of the paper "A stacked DCNN to predict the RUL of a turbofan engine", third place ranked in the PHM21 data challenge.☆85Apr 2, 2023Updated 2 years ago
- Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo…☆295Oct 26, 2021Updated 4 years ago
- Code for Remaining Useful Life Prediction of Lithium-ion Batteries using Spatio-temporal Multimodal Attention Networks☆30May 31, 2024Updated last year
- ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification☆29Dec 5, 2023Updated 2 years ago
- Evolutionary Neural Architecture Search for Remaining Useful Life Prediction☆28Apr 13, 2023Updated 2 years ago