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Topic: "rul-prediction"

biswajitsahoo1111/rul_codes_open

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

Language: Jupyter Notebook - Size: 20.5 MB - Last synced at: 24 days ago - Pushed at: 4 months ago - Stars: 186 - Forks: 45

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.

Language: Jupyter Notebook - Size: 23.1 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 80 - Forks: 33

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).

Language: Jupyter Notebook - Size: 16.8 MB - Last synced at: about 22 hours ago - Pushed at: about 1 year ago - Stars: 64 - Forks: 6

dependable-cps/FDIA-PdM

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

Language: Python - Size: 10.9 MB - Last synced at: 11 months ago - Pushed at: over 4 years ago - Stars: 40 - Forks: 22

mohyunho/N-CMAPSS_DL

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

Language: Jupyter Notebook - Size: 3.02 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 30 - Forks: 3

zhmou/Turbofan-engine-RUL-prediction

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

Language: Python - Size: 52.4 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 24 - Forks: 2

mohyunho/NAS_transformer

Evolutionary Neural Architecture Search on Transformers for RUL Prediction

Language: Python - Size: 15.4 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 13 - Forks: 3

delta1epsilon/turbofan-remaining-life-prediction

Remaining Useful Life (RUL) prediction for Turbofan Engines

Language: Jupyter Notebook - Size: 23.4 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 5

RamtinMoslemi/RUL-Papers

An awesome list of papers on remaining useful life (RUL) prediction from arXiv

Language: Jupyter Notebook - Size: 26.7 MB - Last synced at: 6 days ago - Pushed at: about 1 month ago - Stars: 9 - Forks: 0

mohyunho/ENAS-PdM

Evolutionary Neural Architecture Search for Remaining Useful Life Prediction

Language: Python - Size: 985 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 9 - Forks: 1

mohyunho/MOO_ELM

Multi-Objective Optimization of ELM for RUL Prediction

Language: Python - Size: 224 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 7 - Forks: 1

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).

Language: Jupyter Notebook - Size: 5.35 MB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 5

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

Language: Jupyter Notebook - Size: 36.3 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 6

adam-aalah/Feature-clustering-and-XAI-for-RUL-estimation

Feature clustering and XIA for RUL estimation

Language: Jupyter Notebook - Size: 79.9 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 1