rul-prediction topic
Predictive-Maintenance-of-Aircraft-Engine
In this project I aim to apply Various Predictive Maintenance Techniques to accurately predict the impending failure of an aircraft turbofan engine.
rul_codes_open
This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.
Turbofan-engine-RUL-prediction
RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf
FDIA-PdM
False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics
ENAS-PdM
Evolutionary Neural Architecture Search for Remaining Useful Life Prediction
NAS_transformer
Evolutionary Neural Architecture Search on Transformers for RUL Prediction
LSTM-GANS-RUL-Prediction-for-Lithium-ion-Bateries
This paper summarizes a deep learning-based approach with an LSTM trained on the widely used Oxford battery degradation dataset and the help of generative adversarial networks (GANS).
rul
remaining useful life, residual useful life, remaining life estimation, survival analysis, degradation models, run-to-failure models, condition-based maintenance, CBM, predictive maintenance, PdM, pro...
N-CMAPSS_DL
N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)
turbofan-remaining-life-prediction
Remaining Useful Life (RUL) prediction for Turbofan Engines