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MATBOX_Microstructure_analysis_toolbox NREL

21

59

other

9

MATBOX is an open-source MATLAB toolbox dedicated to microstructure analsyis of porous/heterogeneous materials

matlab microstructure image-processing image-segmentation lithium-ion-batteries microstructure-generator microstructure-characterization

Created 2020-07-01

112 commits to master branch, last one 10 months ago

RUL_prediction huzaifi18

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58

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

LSTM-GANS-RUL-Prediction-for-Lithium-ion-Bateries ikumpli

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54

unknown

2

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).

lstm deep-learning rul-prediction lithium-ion-batteries generative-adversarial-network

Created 2022-09-22

56 commits to main branch, last one 8 months ago

EA_Battery_SPMparameterization TUMFTM

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36

gpl-3.0

1

Electrochemical lithium-ion battery model of reduced-order to predict unmeasurable cell states for fast charging control in real time. Methods for parameterization of the model based on half and full ...

fast-charging lithium-ion-batteries battery-electric-vehicles

Created 2022-01-10

8 commits to master branch, last one about a year ago

State-of-Health-Estimation-of-Electric-Vehicle-Batteries-Using-DeTransformer KiKi0016

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29

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

Battery-State-of-Charge-Estimation ArpanBiswas99

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27

mit

1

This repository contains code for estimating the State of Charge (SoC) of LG HG2 batteries using Fully Connected Network (FCN), Convolutional Neural Network (CNN), and Long Short-Term Memory (LSTM) mo...

cnn dnn fcn lstm optuna battery state-of-charge deep-neural-networks lstm-neural-networks lithium-ion-batteries

Created 2024-01-03

61 commits to main branch, last one 11 months ago