tilman151 / rul-datasets
A collection of datasets for RUL estimation as Lightning Data Modules.
☆46Updated 10 months ago
Alternatives and similar repositories for rul-datasets:
Users that are interested in rul-datasets are comparing it to the libraries listed below
- The code of DAST☆56Updated 2 years ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆65Updated last year
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆86Updated 2 years ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆56Updated 2 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆36Updated 11 months ago
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆54Updated 10 months ago
- ☆63Updated 4 years ago
- Generalized Multiscale Feature Extraction for Remaining Useful Life Prediction of Bearings with Generative Adversarial Networks☆41Updated 2 years ago
- Estimating Remaining Useful Life of a Turbofan Jet Engine using NCMAPSS dataset☆31Updated 2 years ago
- Remain useful life prediction of rolling bearing.☆57Updated 4 years ago
- case study for remaining useful life estimation☆31Updated last year
- Remaining useful life prediction by Transformer-based Model☆49Updated 2 years ago
- Paper-Reproduce: (Sensors-MDPI) Remaining Useful Life Prediction Method for Bearings Based on LSTM with Uncertainty Quantification☆26Updated 2 years ago
- ☆19Updated 2 years ago
- ☆55Updated 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.☆80Updated 2 years ago
- This is a github repository for Adversarial transfer learning with constrastive coding for time series regression problem.☆46Updated 3 years ago
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆47Updated 2 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆96Updated 2 years ago
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆45Updated 3 years ago
- Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.☆38Updated 11 months ago
- Remaining useful life prediction for N-CMAPSS dataset☆18Updated 3 years ago
- ☆34Updated 3 years ago
- Remaining useful life prediction for turbofan engine data (C-MAPSS)☆33Updated 5 years ago
- Code for: A probabilistic estimation of remaining useful life from censored time-to-event data (2024)☆11Updated last month
- Companion repository for the paper "Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision"…☆26Updated 3 years ago
- Evolutionary Neural Architecture Search for Remaining Useful Life Prediction☆27Updated 2 years ago
- Use GRU,LSTM,CNN to predict the RUL in C-MAPSS dataset☆23Updated last year
- Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).☆150Updated 2 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆34Updated last year