State of health (SOH) prediction for Lithium-ion batteries using regression and LSTM
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Jun 30, 2024 - Jupyter Notebook
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state-of-health
Here are 8 public repositories matching this topic...
Sunwoda Electronic Co., Ltd, and Tsinghua Berkeley Shenzhen Institute (TBSI) generate the TBSI Sunwoda Battery Dataset. We open-source this dataset to inspire more data-driven novel material verification, battery management research and applications.
machine-learning
knowledge-discovery
electric-vehicles
battery-management-system
fast-charging
physics-informed-learning
battery-degradation
state-of-health
ai4science
intepretable-machine-learning
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Jun 4, 2024 - MATLAB
A comprehensive simulation platform integrating vehicle dynamics, environment emulation, body controls, and battery management for holistic testing and validation of automated vehicles.
python
numpy
pygame
ros
scipy
physical-modeling
electric-vehicles
real-time-simulation
battery-management-system
vehicle-dynamics
automated-vehicles
body-controls
pybamm
state-of-charge
state-of-health
testing-environment
vehicle-simulation
environment-emulation
vehicle-modeling
middleware-integration
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Aug 20, 2023 - Python
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Oct 29, 2024 - Jupyter Notebook
Repository of my master’s thesis "Development and evaluation of a model for predicting the state of health of traction batteries based on artificial neural networks"
machine-learning
battery
sklearn
neural-networks
supervised-learning
mlp-regressor
battery-management-system
mlp-network
svm-regressor
state-of-health
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Dec 27, 2021 - Python
translation for paper Machine learning pipeline for battery state-of-health estimation
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May 3, 2023 - TeX
Code and models for estimating the State of Charge (SoC) and of battery cells. Utilizing advanced deep learning techniques.
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Oct 21, 2024 - Jupyter Notebook
Master Thesis in Data Science and Engineering
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Dec 26, 2022 - TeX
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