rul-prediction topic

List rul-prediction repositories

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

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This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.

Turbofan-engine-RUL-prediction

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RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf

FDIA-PdM

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False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics

ENAS-PdM

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Evolutionary Neural Architecture Search for Remaining Useful Life Prediction

NAS_transformer

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Evolutionary Neural Architecture Search on Transformers for RUL Prediction

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

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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

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N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)