rul-prediction

There are 6 repositories under rul-prediction topic.

biswajitsahoo1111 / rul_codes_open
This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.
remaining-useful-life machinery-condition-monitoring machine-learning deep-learning prognosis prediction rul-prediction data-driven-prediction cmapss
Language:Jupyter Notebook 143
archd3sai / 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-prediction predictive-maintenance regression classification lstm-neural-networks exponential-degradation similarity-based-model cnn-keras feature-importance
Language:Jupyter Notebook 123
zhmou / Turbofan-engine-RUL-prediction
RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf
lstm pytorch pytorch-implementation remaining-useful-life remaining-useful-life-prediction rul-prediction
Language:Python 66
mohyunho / N-CMAPSS_DL
N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)
cmapss n-cmapss predictive-maintenance remaining-useful-life-prediction remaining-useful-life turbofan-engine rul-prediction c-mapss deep-learning new-cmapss machine-learning ncmapss prognostics
Language:Jupyter Notebook 62
dependable-cps / FDIA-PdM
False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics
remaining-useful-life false-data-injection iot-sensors sensor-fusion lstm cnn gru deep-learning neural-network turbofan-engine regression linear-regression cyber-attack predictive-analytics predictive-maintenance rul-prediction industry-4 cyber-physical-attacks cybersecurity iot-security
Language:Python 39
ikumpli / 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).
deep-learning generative-adversarial-network lithium-ion-batteries lstm rul-prediction
Language:Jupyter Notebook 39
mohyunho / NAS_transformer
Evolutionary Neural Architecture Search on Transformers for RUL Prediction
cmapss evolutionary-algorithms evolutionary-computation neural-architecture-search ngboost predictive-maintenance prognostics prognostics-health-management remaining-useful-life-prediction rul-prediction transformer-architecture transformers
Language:Python 31
mohyunho / ENAS-PdM
Evolutionary Neural Architecture Search for Remaining Useful Life Prediction
evolutionary-algorithm lstm cnn-lstm neural-architecture-search remaining-useful-life cmapss rul-prediction rul c-mapss predictive-maintenance enas
Language:Python 21
delta1epsilon / turbofan-remaining-life-prediction
Remaining Useful Life (RUL) prediction for Turbofan Engines
prognostics rul-prediction nasa-data predictive-maintenance remaining-useful-life-prediction remaining-useful-life
Language:Jupyter Notebook 20
ericlrf / 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, prognostics health management, PHM
remaining-useful-life remaining-life-estimation residual-useful-life survival-analysis degradation-models run-to-failure-models predictive-maintenance pdm prognostics-health-management phm rul rul-prediction prognostics condition-monitoring failure-prediction condition-based-maintenance cbm
Language:Jupyter Notebook 18
MOO_ELM
mohyunho / MOO_ELM
Multi-Objective Optimization of ELM for RUL Prediction
remaining-useful-life-prediction extreme-learning-machine machine-learning deep-learning predictive-maintenance rul-prediction c-mapss n-cmapss turbofan-engine prognostics multi-objective-optimization evolutionary-algorithms
Language:Python 14
hash-bash / NASA-Jet-Engine-RUL-Prediction-Notebook
Prediction of Remaining Useful Life (RUL) of NASA Turbofan Jet Engine using libraries such as Numpy, Matplotlib and Pandas. Prediction is done by training a model using Keras (TensorFlow).
jupyter-notebook nasa remaining-useful-life rul-prediction
Language:Jupyter Notebook 9
adam-aalah / Feature-clustering-and-XAI-for-RUL-estimation
Feature clustering and XIA for RUL estimation
c-mapss explainable-ai feature-clustering lstm phm remaining-useful-life remaining-useful-life-prediction xai deep-learning machine-learning rul-prediction turbofan-engine python r
Language:Jupyter Notebook 2