pybamm

Fast and flexible physics-based battery models in Python

An automated Twitter Bot that Tweets random Battery Simulations and replies to requested Battery Simulations.

A comprehensive simulation platform integrating vehicle dynamics, environment emulation, body controls, and battery management for holistic testing and validation of automated vehicles.

Battery toolbox for PathSim

High-cycle thermal-mechanical fatigue simulation and optimization framework for FGM-SMA lattices using PyBaMM/LAMMPS-driven multi-physics modeling.

从零复现 Severson et al. 2019（Nature Energy）电池循环寿命预测：官方 test_ind 口径 EN6 中位百分比误差 5.9%（95% bootstrap CI 5.1~8.9，论文点估计 9.1%），并拆解出 33.6%→5.9% 的完整误差归因链。原创拓展：NASA 数据 34 颗标签审计、零样本跨数据集迁移、域间隙四实验拆账、KM 生存分析。附 13 篇攻略文档、可复跑脚本、测试与 CI，每个结论都有数据与复核记录。

NFPP Sodium-Ion Energy Storage Evaluation for Distribution Networks

Thevenin ECM parameter identification (NASA PCoE) + early cycle-life prediction from 100 cycles (MIT-Stanford, Severson 2019 protocol) + PyBaMM physics ruler + third-party identification audit. Measurable is not identifiable.

Observability-aware battery fault diagnostics with calibrated abstention, external simulation, and measured-cell evaluation.

A tool that visualizes PyBaMM lithium-ion battery simulations.

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.

Hybrid energy storage: PyBaMM model calibrated on experimental data, reduced-order models, battery–supercapacitor sizing and energy management, FMI 2.0 FMU

NLP-to-simulation pipeline that extracts lithium-ion battery parameters from scientific literature, validates them against published data, and runs reproducible PyBaMM simulations.

Battery second-life grading, RUL prediction, and AI material passport for EV batteries — ET AutoTech Hackathon 2026, Theme 5: AI for Circular Economy.

Desktop app for opening, validating, editing and authoring BPX (Battery Parameter eXchange) files.