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The Top 22 Remaining Useful Life Open Source Projects

Open source projects categorized as Remaining Useful Life
Categories > Remaining Useful Life
Rul ⭐ 110
Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries
most recent commit 8 months ago
Battery Rul Estimation ⭐ 102
Remaining Useful Life (RUL) estimation of Lithium-ion batteries using deep LSTMs
most recent commit 8 months ago
Rul_codes_open ⭐ 98
This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.
most recent commit 10 months ago
Rul Net ⭐ 73
Deep learning approach for estimation of Remaining Useful Life (RUL) of an engine
most recent commit 6 years ago
Predictive Maintenance ⭐ 56
Datasets for Predictive Maintenance
most recent commit 9 months ago
Weibull Knowledge Informed Ml ⭐ 52
Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).
most recent commit a year ago
Pytorch Lstm For Rul Prediction ⭐ 44
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.
most recent commit 3 years ago
Calce ⭐ 41
锂电池数据集 CALCE
most recent commit a year ago
Rul_of_cutter ⭐ 29
刀具剩余寿命预测
most recent commit 4 years ago
Keras_detect_tool_wear ⭐ 29
Tool wear prediction by residual CNN
most recent commit 3 years ago
N Cmapss_dl ⭐ 27
N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)
most recent commit a year ago
Turbofan Engine Rul Prediction ⭐ 24
RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAt
most recent commit a year ago
Ceruleo ⭐ 23
CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
most recent commit 4 months ago
Rul Datasets ⭐ 23
A collection of datasets for RUL estimation as Lightning Data Modules.
most recent commit 4 months ago
Rul Adapt ⭐ 17
A collection of unsupervised domain adaption algorithms for RUL estimation.
total releases 7most recent commit 4 months ago
Nasa ⭐ 15
Analysis for NASA data sets
most recent commit 2 years ago
Enas Pdm ⭐ 11
Evolutionary Neural Architecture Search for Remaining Useful Life Prediction
most recent commit a year ago
Pytorch Transformer For Rul Prediction ⭐ 11
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.
most recent commit 3 years ago
Fdia Pdm ⭐ 10
False Data Injection Attacks in Internet of Things and Deep Learning enabled Predictive Analytics
most recent commit 4 years ago
Python Profeld ⭐ 10
ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python
most recent commit 2 years ago
Predictive Maintenance ⭐ 6
This is a repository of sample codes and implementation framework for industrial machine predictive maintenance tasks using deep learning models.
most recent commit 3 years ago
Predictive Maintenance With Machine Learning ⭐ 5
This project is about predictive maintenance with machine learning. It's a final project of my Computer Science AP degree.
most recent commit 2 years ago
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