remaining-useful-life

There are 34 repositories under remaining-useful-life topic.

XiuzeZhou / RUL
Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries
battery deep-learning lithium lithium-ion machine-learning neural-network neural-networks remaining-useful-life remaining-useful-life-prediction transformer
Language:Jupyter Notebook 227
LahiruJayasinghe / RUL-Net
Deep learning approach for estimation of Remaining Useful Life (RUL) of an engine
augmentaiton remaining-useful-life sensor-fusion 1d-convolution lstm-cnn regression long-short-term-memory convolutional-neural-networks
Language:Python 212
jiaxiang-cheng / PyTorch-Transformer-for-RUL-Prediction
Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo, Y., Wu, Q., Li, X., & Huang, B. (2021). Remaining useful life estimation via transformer encoder enhanced by a gated convolutional unit. Journal of Intelligent Manufacturing, 1-10.
transformer pytorch pytorch-implementation remaining-useful-life cmapss turbofan-engine prediction predictive-maintenance
Language:Python 187
MichaelBosello / battery-rul-estimation
Remaining Useful Life (RUL) estimation of Lithium-ion batteries using deep LSTMs
battery-management-system bms deep-learning deep-lstms deep-neural-networks deeplearning lithium-ion lstm regression remaining-useful-life rul time-series
Language:Jupyter Notebook 149
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
weibull-knowledge-informed-ml
tvhahn / weibull-knowledge-informed-ml
Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).
condition-monitoring weibull machine-learning knowledge-informed-machine-learning bearing-fault-diagnosis remaining-useful-life ims-bearing-data-set pronostia-dataset prognostics-health-management deep-learning manufacturing pytorch
Language:Python 120
jiaxiang-cheng / PyTorch-LSTM-for-RUL-Prediction
PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Partially inspired by Zheng, S., Ristovski, K., Farahat, A., & Gupta, C. (2017, June). Long short-term memory network for remaining useful life estimation.
lstm lstm-neural-networks remaining-useful-life pytorch cmapss
Language:Python 107
XiuzeZhou / CALCE
锂电池数据集 CALCE
battery endoflife eol li-battery remaining-useful-life rul
Language:Jupyter Notebook 99
XiuzeZhou / NASA
Analysis for NASA data sets
battery battery-life endoflife eof li-battery remaining-useful-life rul
Language:Jupyter Notebook 98
kokikwbt / predictive-maintenance
Datasets for Predictive Maintenance
ai-engineering anomaly anomaly-detection automation condition-based-maintenance degradation event-to-event forecasting industry-4 machine-learning phm predictive-maintenance prognosis-and-health-management remaining-useful-life run-to-failure run-to-failure-models survival-analysis time-series time-series-analysis time-to-event
Language:Jupyter Notebook 82
jiaxiang-cheng / PyTorch-CNN-for-RUL-Prediction
PyTorch implementation of CNN for remaining useful life prediction. Inspired by Babu, G. S., Zhao, P., & Li, X. L. (2016, April). Deep convolutional neural network-based regression approach for estimation of remaining useful life. In International conference on database systems for advanced applications (pp. 214-228). Springer, Cham.
cnn remaining-useful-life c-mapss deep-learning deep-neural-networks convolutional-neural-networks
Language:Python 66
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
kidozh / keras_detect_tool_wear
Tool wear prediction by residual CNN
remaining-useful-life residual-networks keras-neural-networks
Language:HTML 64
ultimatejoe / rul_of_cutter
刀具剩余寿命预测
data-mining python remaining-useful-life
Language:Jupyter Notebook 64
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
imrahulr / Pred-Maintenance-Siemens
Predictive Maintenance System for Digital Factory Automation
predictive-maintenance remaining-useful-life deep-learning lstm time-series-forecasting kalman-filtering autoencoder rotary-engine lightgbm xgboost svm-classifier python3 siemens
Language:Jupyter Notebook 42
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
Yi-Chen-Lin2019 / Predictive-maintenance-with-machine-learning
This project is about predictive maintenance with machine learning. It's a final project of my Computer Science AP degree.
machine-learning predictive-maintenance python automated-machine-learning anomaly-detection remaining-useful-life failure-detection industry-4 ball-bearing battery svm svm-classifier tpot classification regression classification-algorithm regression-algorithms crisp-dm
Language:Jupyter Notebook 35
ShubhankarKG / RUL_Prediction_SVM
Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research Paper : https://doi.org/10.1016/j.isatra.2019.08.058
svm remaining-useful-life-prediction machine-learning remaining-useful-life
Language:Jupyter Notebook 33
tilman151 / rul-datasets
A collection of datasets for RUL estimation as Lightning Data Modules.
pytorch cmapss domain-adaptation femto pronostia-dataset remaining-useful-life remaining-useful-life-prediction semi-supervised-learning xjtu pytorch-lightning
Language:Python 27
lucianolorenti / ceruleo
CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
predictive-maintenance time-series remaining-useful-life remaining-useful-life-prediction
Language:Python 26
abiodun-ayodeji / Predictive-Maintenance
This is a repository of sample codes and implementation framework for industrial machine predictive maintenance tasks using deep learning models.
predictive-maintenance remaining-useful-life failure-prediction
Language:Jupyter Notebook 25
dependable-cps / AdversarialAttack-PHM
adversarial-attacks adversarial-machine-learning adversarial-examples deep-learning prognostics turbofan-engine cnn lstm gru cybersecurity iot sensors time-series regression-models time-series-forecasting remaining-useful-life phm-models industry-4 industrial-iot
Language:Python 24
tilman151 / rul-adapt
A collection of unsupervised domain adaption algorithms for RUL estimation.
cmapss domain-adaptation femto pronostia-dataset pytorch pytorch-lightning remaining-useful-life xjtu
Language:Python 24
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
johnsbuck / rul
A project focused on the improvement for remaining useful life estimation.
estimations machine-learning neural-network remaining-useful-life rul
Language:Jupyter Notebook 20
ritu-thombre99 / RUL-Prediction
Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural networks and hybrid model which is combination of VAR with LSTM
rul remaining-useful-life phm phm-models lstm-neural-networks lstm-model vector-autoregression regression regression-models linear-regression random-forest logistic-regression
Language:Jupyter Notebook 20
Time-Series-Hybrid-Autoencoder
insdout / Time-Series-Hybrid-Autoencoder
Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.
conditional-data-generation diffusion-models pytorch time-series vae preventive-maintenance remaining-useful-life variational-autoencoder c-mapss classifier-free-guidance ddpm latent-space latent-variable-models triplet-loss turbofan-engine
Language:Python 19
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
LongxingTan / python-profeld
ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python
survival-analysis time-to-event weibull-distribution time-to-failure remaining-useful-life predictive-maintenance data-science machine-learning profeld tensorflow
Language:Python 17
pk-218 / RUL-Prediction-of-Li-ion-Batteries
RNN-flavoured Ensembling to Predict Remaining Useful Life of Lithium-ion Batteries
machine-learning recurrent-neural-networks remaining-useful-life
Language:Jupyter Notebook 16
lucadellalib / bayesian-deep-rul
Bayesian Deep Learning for Remaining Useful Life Estimation of Machine Tool Components
bayesian-deep-learning c-mapss condition-based-maintenance neural-network remaining-useful-life uncertainty
Language:Python 12
madelonhulsebos / RUL_estimation
This repository holds the results of a project on Remaining Useful Lifetime estimation of a turbofan engine for a course of Delft University of Technology.
remaining-useful-life estimation extended-kalman-filters
Language:MATLAB 11
alireza-javanmardi / conformal-RUL-intervals
Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)
cmapss conformal-prediction deep-learning machine-learning remaining-useful-life uncertainty-quantification
Language:Python 9
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).
rul-prediction nasa jupyter-notebook remaining-useful-life
Language:Jupyter Notebook 9

remaining-useful-life

XiuzeZhou / RUL

LahiruJayasinghe / RUL-Net

jiaxiang-cheng / PyTorch-Transformer-for-RUL-Prediction

MichaelBosello / battery-rul-estimation

biswajitsahoo1111 / rul_codes_open

tvhahn / weibull-knowledge-informed-ml

jiaxiang-cheng / PyTorch-LSTM-for-RUL-Prediction

XiuzeZhou / CALCE

XiuzeZhou / NASA

kokikwbt / predictive-maintenance

jiaxiang-cheng / PyTorch-CNN-for-RUL-Prediction

zhmou / Turbofan-engine-RUL-prediction

kidozh / keras_detect_tool_wear

ultimatejoe / rul_of_cutter

mohyunho / N-CMAPSS_DL

imrahulr / Pred-Maintenance-Siemens

dependable-cps / FDIA-PdM

Yi-Chen-Lin2019 / Predictive-maintenance-with-machine-learning

ShubhankarKG / RUL_Prediction_SVM

tilman151 / rul-datasets

lucianolorenti / ceruleo

abiodun-ayodeji / Predictive-Maintenance

dependable-cps / AdversarialAttack-PHM

tilman151 / rul-adapt

mohyunho / ENAS-PdM

delta1epsilon / turbofan-remaining-life-prediction

johnsbuck / rul

ritu-thombre99 / RUL-Prediction

insdout / Time-Series-Hybrid-Autoencoder

ericlrf / rul

LongxingTan / python-profeld

pk-218 / RUL-Prediction-of-Li-ion-Batteries

lucadellalib / bayesian-deep-rul

madelonhulsebos / RUL_estimation

alireza-javanmardi / conformal-RUL-intervals

hash-bash / NASA-Jet-Engine-RUL-Prediction-Notebook