tilman151 / rul-datasetsLinks
A collection of datasets for RUL estimation as Lightning Data Modules.
☆47Updated last year
Alternatives and similar repositories for rul-datasets
Users that are interested in rul-datasets are comparing it to the libraries listed below
Sorting:
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆69Updated 2 years ago
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆92Updated 2 years ago
- The code of DAST☆60Updated 2 years ago
- case study for remaining useful life estimation☆33Updated last year
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆102Updated 2 years ago
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆56Updated last year
- Paper-Reproduce: (Sensors-MDPI) Remaining Useful Life Prediction Method for Bearings Based on LSTM with Uncertainty Quantification☆26Updated 2 years ago
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆166Updated last year
- Estimating Remaining Useful Life of a Turbofan Jet Engine using NCMAPSS dataset☆34Updated 2 years ago
- Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).☆155Updated 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.☆84Updated 2 years ago
- Generalized Multiscale Feature Extraction for Remaining Useful Life Prediction of Bearings with Generative Adversarial Networks☆41Updated 3 years ago
- ☆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
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆46Updated 2 years ago
- Remain useful life prediction of rolling bearing.☆57Updated 4 years ago
- Remaining useful life prediction by Transformer-based Model☆51Updated 2 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆35Updated last year
- Code for: A probabilistic estimation of remaining useful life from censored time-to-event data (2024)☆13Updated 5 months ago
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆37Updated 3 months ago
- Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.☆39Updated last year
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆46Updated 3 years ago
- ☆55Updated 2 years ago
- ☆33Updated 3 years ago
- Variational encoding based on factorized temporal-channel fusion and feature fusion for interpretable remaining useful life prediction☆26Updated last year
- 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 5 months ago
- Remaining useful life prediction for N-CMAPSS dataset☆18Updated 3 years ago
- Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estim…☆22Updated 3 years ago
- RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN☆119Updated 4 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆35Updated last year