Fast and flexible physics-based battery models in Python
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Jul 13, 2026 - Python
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pybamm
Here are 17 public repositories matching this topic...
Code and data for the paper "Systematic derivation and validation of a reduced thermal-electrochemical model for lithium-ion batteries using asymptotic methods" by Brosa Planella et al. (2021).
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May 30, 2021 - Jupyter Notebook
Curated index of open-source electrochemical battery models (DFN/P2D, SPM, SPMe) with reproducibility-focused reviews.
scientific-computing spm dfn electrochemistry battery-management-system lithium-ion p2d pybamm spme electrochemical-model battery-modeling electrochemical-battery-model
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May 9, 2026 - JavaScript
An automated Twitter Bot that Tweets random Battery Simulations and replies to requested Battery Simulations.
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Nov 24, 2025 - Python
A copier template for battery modeling projects using PyBaMM
python simulation cookiecutter cookiecutter-python solvers copier batteries cookiecutter-template copier-template pybamm battery-models copier-python
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Jul 13, 2026 - Jinja
pybamm.org website source code
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Jul 13, 2026 - HTML
C/C++ solvers used by PyBaMM, and their Python bindings
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Jun 19, 2026 - C++
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
Sandbox to develop, test and compare Kalman Fitler-enabled estimation techniques for state of charge of a sample lithium-ion battery, utilizing transient signals to predict state across points 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 21, 2025 - Jupyter Notebook
Physics-based electrochemical modeling of lithium-ion cells in Python: a from-scratch DFN/SPM solver, parameter estimation, and thermal, degradation, and design studies, validated against PyBaMM.
python jupyter-notebook scientific-computing parameter-estimation electrochemistry lithium-ion pybamm battery-degradation energy-storage-system battery-modeling physics-based-modeling doyle-fuller-newman
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Jun 29, 2026 - Jupyter Notebook
Turns a battery cell spec into ranked, manufacturable cell designs using a real PyBaMM (DFN) simulation and Bayesian optimization, validated against experimental discharge data.
python battery scientific-computing bayesian-optimization design-of-experiments electrochemistry cell-design lithium-ion scikit-optimize pybamm dfn-model
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Jun 20, 2026 - Python
A tool that visualizes PyBaMM lithium-ion battery simulations.
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Sep 17, 2025 - Python
Battery management system using Python Flask on Raspberry Pi, facilitating real-time ESP32 communication via MQTT and Socket.IO, and applied PyBaMM with ML-driven SOC/SOH prediction using DFN modeling.
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Mar 3, 2026 - Python
Questions about electrochemistry and batteries supported by physics-based models and synthetic data.
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Jan 12, 2025 - Jupyter Notebook
[WORK IN PROGRESS] an attempt to run PyBaMM simulations in the browser via Pyodide 🌐
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Nov 20, 2024
NFPP Sodium-Ion BESS Performance Benchmarking and Latent Distribution Network State Estimation Using Network Realization Signatures
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Jul 10, 2026 - Python
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