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 10 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
An awesome list of papers on remaining useful life (RUL) prediction from arXiv
awesome-list predictive-maintenance remaining-useful-life rul-prediction remaining-life-estimation prognostics-health-management remaining-useful-life-prediction state-of-health
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Jan 2, 2025 - 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
Sandbox to develop, test and implement estimation techniques for state of charge/health of a sample lithium-ion battery, utilizing transient signals to predict state at a certain point in time.
open-source simulation modeling jupyter-notebook data-analysis kalman-filtering kalman-filter energy-storage modeling-and-simulation lithium-ion-batteries pybamm battery-management state-of-charge state-of-health battery-state-estimation
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Jan 7, 2025 - Jupyter Notebook
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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