remaining-useful-life
There are 56 repositories under remaining-useful-life topic.
XiuzeZhou/RUL
Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries
LahiruJayasinghe/RUL-Net
Deep learning approach for estimation of Remaining Useful Life (RUL) of an engine
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.
biswajitsahoo1111/rul_codes_open
This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.
MichaelBosello/battery-rul-estimation
Remaining Useful Life (RUL) estimation of Lithium-ion batteries using deep LSTMs
tvhahn/weibull-knowledge-informed-ml
Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).
XiuzeZhou/CALCE
锂电池数据集 CALCE
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.
XiuzeZhou/NASA
Analysis for NASA data sets
kokikwbt/predictive-maintenance
Datasets for Predictive Maintenance
zhmou/Turbofan-engine-RUL-prediction
RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf
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.
mohyunho/N-CMAPSS_DL
N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)
kidozh/keras_detect_tool_wear
Tool wear prediction by residual CNN
ultimatejoe/rul_of_cutter
刀具剩余寿命预测
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.
dependable-cps/FDIA-PdM
False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics
imrahulr/Pred-Maintenance-Siemens
Predictive Maintenance System for Digital Factory Automation
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
tilman151/rul-datasets
A collection of datasets for RUL estimation as Lightning Data Modules.
tilman151/rul-adapt
A collection of unsupervised domain adaption algorithms for RUL estimation.
insdout/Time-Series-Hybrid-Autoencoder
Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.
lucianolorenti/ceruleo
CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
abiodun-ayodeji/Predictive-Maintenance
This is a repository of sample codes and implementation framework for industrial machine predictive maintenance tasks using deep learning models.
mohyunho/ENAS-PdM
Evolutionary Neural Architecture Search for Remaining Useful Life Prediction
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
delta1epsilon/turbofan-remaining-life-prediction
Remaining Useful Life (RUL) prediction for Turbofan Engines
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
johnsbuck/rul
A project focused on the improvement for remaining useful life estimation.
LongxingTan/python-profeld
ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python
pk-218/RUL-Prediction-of-Li-ion-Batteries
RNN-flavoured Ensembling to Predict Remaining Useful Life of Lithium-ion Batteries
lucadellalib/bdl-rul-svgd
Bayesian deep learning for remaining useful life estimation via Stein variational gradient descent
lucadellalib/bayesian-deep-rul
Bayesian Deep Learning for Remaining Useful Life Estimation of Machine Tool Components
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.
alireza-javanmardi/conformal-RUL-intervals
Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)