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41

162

mit

3

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

cmapss prognosis prediction deep-learning rul-prediction machine-learning remaining-useful-life data-driven-prediction machinery-condition-monitoring

Created 2020-02-20

80 commits to master branch, last one about a year ago

Predictive-Maintenance-of-Aircraft-Engine archd3sai

43

131

unknown

2

In this project I aim to apply Various Predictive Maintenance Techniques to accurately predict the impending failure of an aircraft turbofan engine.

cnn-keras regression classification rul-prediction feature-importance lstm-neural-networks predictive-maintenance similarity-based-model exponential-degradation

Created 2019-05-07

50 commits to master branch, last one 2 years ago

Turbofan-engine-RUL-prediction zhmou

11

86

unknown

1

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

lstm pytorch rul-prediction remaining-useful-life pytorch-implementation remaining-useful-life-prediction

Created 2022-04-15

16 commits to master branch, last one about a year ago

N-CMAPSS_DL mohyunho

9

73

apache-2.0

5

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

cmapss c-mapss ncmapss n-cmapss new-cmapss prognostics deep-learning rul-prediction turbofan-engine machine-learning remaining-useful-life predictive-maintenance remaining-useful-life-prediction

Created 2022-01-12

15 commits to main branch, last one about a year ago

LSTM-GANS-RUL-Prediction-for-Lithium-ion-Bateries ikumpli

6

50

unknown

2

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).

lstm deep-learning rul-prediction lithium-ion-batteries generative-adversarial-network

Created 2022-09-22

56 commits to main branch, last one 5 months ago

NAS_transformer mohyunho

6

38

apache-2.0

2

Evolutionary Neural Architecture Search on Transformers for RUL Prediction

cmapss ngboost prognostics transformers rul-prediction predictive-maintenance evolutionary-algorithms evolutionary-computation transformer-architecture neural-architecture-search prognostics-health-management remaining-useful-life-prediction

Created 2022-12-07

18 commits to main branch, last one about a year ago