battery-modeling

Open, runnable MATLAB & Simulink reference models for lithium-ion batteries, SOC EKF, thermal management, power converters, and grid-forming/grid-following BESS control—with reproducible checks.

Curated index of open-source electrochemical battery models (DFN/P2D, SPM, SPMe) with reproducibility-focused reviews.

Research-backed notes and reproducible examples for battery thermal behavior, BTMS design thinking, and validation assumptions.

2026 MCM Problem A 智能手机电池耗尽时间预测方案：SDE、HMM、EKF、多物理场建模、蒙特卡洛模拟与 LaTeX 论文。

Neural ODE-based State of Charge (SOC) estimation for Li-ion batteries using the NASA Battery Dataset. Built as a weekend project to explore learned dynamics for battery modeling, with visualizations designed for engineering audiences.

Research-grade, AI-augmented Battery Management System (BMS) digital twin for a multi-cell Li-ion pack: ECM, thermal, balancing, SOC estimation (EKF/UKF/LSTM), hybrid fault detection, FMEA/RUL, EV range prediction, plus a Streamlit dashboard. 155 tests passing.

Python battery pack simulator: ECM electro-thermal model, RTE, BMS, thermal runaway, drive cycles, EV/grid/UPS analysis.

Our Graduation project in Electric Vehicle Digital Twin, designed for real-time simulation of battery and motor behavior.

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.

Two-RC Thevenin equivalent circuit battery model with thermal, hysteresis, and pack-scaling dynamics, in Octave/MATLAB

Single-particle model (SPM) of a Carbon | NMC111 Li-ion cell — anode/cathode half-cell thermodynamics, parameter fitting, and full-cell Butler-Volmer kinetics.

Research-ready, reproducible lithium-ion battery digital twin built on PyBaMM, with modular models, validation, thermal simulation, and Vicena/Rowan compute routing.

Modular MATLAB/Simulink-based EV powertrain simulator for vehicle dynamics, battery, PMSM motor, inverter, regenerative braking, and energy analysis.

Data-driven smartphone battery modeling with coupled SOC-temperature ODEs, parameter calibration, regression diagnostics, and sensitivity analysis.

MATLAB/Simulink battery SOC estimation project comparing Coulomb Counting, EKF, and UKF using a 1-RC lithium-ion battery model.

Open-source research twin for chemistry-extensible electrode architectures, public literature provenance, transport checks, PyBaMM modeling, and evidence-aware validation.

Battery Management System (BMS) State of Charge (SoC) estimator for Lithium-Ion batteries using an Extended Kalman Filter (EKF). Features a realistic simulation environment with sensor fusion, noise compensation, and voltage relaxation dynamics modeling.

Comparison of SPMe and P2D models for Carbon and NMC111 lithium-ion battery half-cells (ME698V course project).

PyBaMM sensitivity analysis of electrolyte conductivity and thickness in a PILBCP-inspired solid polymer electrolyte battery.

Electro-thermal lithium-ion battery cell modeling using Simscape Electrical and Simulink