xxl4tomxu98 / NASA-Jet-Engine-Maintenance
ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification
☆27Updated 9 months ago
Related projects: ⓘ
- Remaining Useful Life (RUL) prediction for Turbofan Engines☆24Updated 2 years ago
- Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural n…☆26Updated 2 years ago
- remaining useful life, residual useful life, remaining life estimation, survival analysis, degradation models, run-to-failure models, con…☆24Updated 3 years ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆48Updated last year
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆42Updated 3 months 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.☆72Updated last year
- Evolutionary Neural Architecture Search for Remaining Useful Life Prediction☆25Updated last year
- Estimating Remaining Useful Life of a Turbofan Jet Engine using NCMAPSS dataset☆19Updated last year
- ☆56Updated 3 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆85Updated last year
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆72Updated last year
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆47Updated last year
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆118Updated 5 months ago
- ☆48Updated last year
- Application of Transfer Learning for RUL Prediction☆24Updated 3 years ago
- Prediction of remaining useful life (RUL)☆17Updated 6 years ago
- This project uses Transformer-based RNN model to predict the remaining useful life (RUL) of turbo fan jet engines using NASA's C-MAPSS si…☆11Updated 10 months ago
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆39Updated 2 years ago
- Predict remaining useful life of a machine from it's historical data using CNN and LSTM☆28Updated 5 years ago
- Remaining useful life prediction for turbofan engine data (C-MAPSS)☆29Updated 4 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆31Updated 4 months ago
- ☆47Updated last year
- Transfer Learning on RUL estimation☆11Updated 2 years ago
- A collection of datasets for RUL estimation as Lightning Data Modules.☆37Updated 3 months ago
- Paper-Reproduce: (Sensors-MDPI) Remaining Useful Life Prediction Method for Bearings Based on LSTM with Uncertainty Quantification☆15Updated last year
- Baseline study on the development of predictive maintenance techniques using open data. Two problems are discussed: classifying a vibrati…☆20Updated 3 years ago
- One model for RUL and fault prognostic prediction on XJTU bearing dataset☆82Updated 5 years ago
- given run to failure measurements of various sensors on a sample of similar jet engines, estimate the remaining useful life (RUL) of a ne…☆60Updated 5 years ago
- ☆73Updated 7 months ago
- This project aims to propose a TCN-Based Bayesian neural nework that is used for remaining useful life prediction.☆15Updated 3 years ago