11 results found Sort:

XiuzeZhou
RUL XiuzeZhou
62
333
unknown
2
Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries
battery lithium lithium-ion transformer deep-learning neural-network neural-networks machine-learning remaining-useful-life remaining-useful-life-prediction
Created 2021-06-21
115 commits to main branch, last one 6 months ago
Abhijit-Bhumireddy99
RUL_Prediction Abhijit-Bhumireddy99
16
132
gpl-3.0
2
remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN), and Long Short Term Memory (LSTM) unit
cnn cwt lstm bearings deep-learning machine-learning pronostia-dataset vibration-signals deep-neural-networks remaining-useful-life-prediction
Created 2021-06-10
56 commits to main branch, last one 8 months ago
zhmou
Turbofan-engine-RUL-prediction zhmou
12
89
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
XinyuanLiao
AttnPINN-for-RUL-Estimation XinyuanLiao
8
81
apache-2.0
5
A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks
self-attention physics-informed-neural-networks remaining-useful-life-prediction
Created 2023-01-07
152 commits to English branch, last one 10 months ago
mohyunho
N-CMAPSS_DL mohyunho
9
78
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
huzaifi18
RUL_prediction huzaifi18
9
54
mit
3
The project focused on "Battery Remaining Useful Life (RUL) Prediction using a Data-Driven Approach with a Hybrid Deep Model combining Convolutional Neural Networks (CNN) and Long-Short Term Memory (L...
rul lithium-ion-batteries remaining-useful-life-prediction
Created 2023-08-03
8 commits to main branch, last one about a year ago
foryichuanqi
RESS-Paper-2022.09-Remaining-useful-life-prediction-by-TaFCN foryichuanqi
2
49
unknown
3
The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of CMAPSS dataset. Signal selection, Attention mechanism, and Inte...
fcn phm keras cmapss tensorflow interpretability attention-mechanism remaining-useful-life-prediction
Created 2022-09-13
82 commits to main branch, last one about a year ago
ShubhankarKG
RUL_Prediction_SVM ShubhankarKG
4
43
mit
2
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 machine-learning remaining-useful-life remaining-useful-life-prediction
Created 2021-11-09
5 commits to master branch, last one 3 years ago
mohyunho
NAS_transformer mohyunho
6
42
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
tilman151
rul-datasets tilman151
2
40
unknown
2
A collection of datasets for RUL estimation as Lightning Data Modules.
xjtu femto cmapss pytorch domain-adaptation pronostia-dataset pytorch-lightning remaining-useful-life semi-supervised-learning remaining-useful-life-prediction
Created 2022-05-24
166 commits to master branch, last one 6 months ago
KiKi0016
State-of-Health-Estimation-of-Electric-Vehicle-Batteries-Using-DeTransformer KiKi0016
2
28
unknown
1
Deep learning of lithium-ion battery SOH using the DeTransformer model learns the aging characteristics of the battery and then makes predictions about the battery SOH in order to monitor the health o...
prediction transformer deep-learning soh-estimation lithium-ion-batteries remaining-useful-life-prediction
Created 2023-12-21
48 commits to main branch, last one 10 months ago