Learn PyBaMM: Battery Modeling and Simulation with Python

Learn PyBaMM: Battery Modeling and Simulation with Python

This Course includes:

  • 1 Week (2-3 Hours/Week)

  • Certificate of Completion

  • Quizzes & Knowledge Checks

  • Downloadable Resources & Notes

Learn PyBaMM with Python to simulate lithium-ion battery performance, analyze charging and discharging behavior, explore battery models like SPM and DFN, visualize simulation results, and understand battery degradation.

Build practical skills in battery modeling and simulation for battery engineering and research.

By Vashnavi -Mechanical Engineer & Master’s Student (Mechanical & Automotive Engineering), TH Ingolstadt, Germany

Beginner

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The Curriculum

System Setup

  • Course Intro

  • PyBaMM Basics

  • Python Setup

  • Setup Instructions

  • VS Code Setup

  • PDFs of System Setup

Basics

PyBaMM Code

Models

Experiments

Role of AI

Requirements

  • Basic knowledge of Python is recommended, including variables, functions, and loops.

  • Familiarity with NumPy and Matplotlib is helpful.

  • Basic knowledge of lithium-ion batteries, state of charge (SOC), and C-rate is beneficial but not mandatory.

  • A computer with Python installed and an internet connection to install PyBaMM.

What to expect from this course

Understand the fundamentals of PyBaMM and battery modeling.

Build lithium-ion battery simulations using Python.

Explore SPM, SPMe, and DFN battery models.

Simulate battery charging, discharging, and different operating conditions.

Visualize and analyze voltage, capacity, concentration, and temperature.

Customize battery models and parameters for different scenarios.

Explore battery degradation mechanisms, including SEI growth and lithium plating.

Complete practical projects to analyze battery performance and aging.

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Why Engineers Choose GaugeHow

One bundle of Engineering Courses Covering CAD, Simulation, Manufacturing, Automation, Robotics, and Industry 4.0 so you learn what’s actually used at work.

Built By Practicing Engineers

You learn how things are done in real projects, not just definitions. Each topic is taught with practical steps so you can apply it on drawings, models, and shop-floor workflows.

Affordable Access to High-Value Courses

Everything sits in one place, so you avoid buying multiple courses and subscriptions separately. You pay once, and you keep building skills across domains.

Beginner-Friendly, Step By Step

Short video lessons plus guided notes, quick quizzes, and clear practice tasks, so you don’t get lost halfway and you always know what to learn next.

Projects That Build Real Skill

Every track includes hands-on learning projects so you practice like a working engineer, and you end up with outputs you can show in interviews and portfolios.

Why GaugeHow?

Why Engineers Choose GaugeHow

One bundle of Engineering Courses Covering CAD, Simulation, Manufacturing, Automation, Robotics, and Industry 4.0 so you learn what’s actually used at work.

Built By Practicing Engineers

You learn how things are done in real projects, not just definitions. Each topic is taught with practical steps so you can apply it on drawings, models, and shop-floor workflows.

Affordable Access to High-Value Courses

Everything sits in one place, so you avoid buying multiple courses and subscriptions separately. You pay once, and you keep building skills across domains.

Beginner-Friendly, Step By Step

Short video lessons plus guided notes, quick quizzes, and clear practice tasks, so you don’t get lost halfway and you always know what to learn next.

Projects That Build Real Skill

Every track includes hands-on learning projects so you practice like a working engineer, and you end up with outputs you can show in interviews and portfolios.

Why GaugeHow?

Why Engineers Choose GaugeHow

One bundle of Engineering Courses Covering CAD, Simulation, Manufacturing, Automation, Robotics, and Industry 4.0 so you learn what’s actually used at work.

Built By Practicing Engineers

You learn how things are done in real projects, not just definitions. Each topic is taught with practical steps so you can apply it on drawings, models, and shop-floor workflows.

Affordable Access to High-Value Courses

Everything sits in one place, so you avoid buying multiple courses and subscriptions separately. You pay once, and you keep building skills across domains.

Beginner-Friendly, Step By Step

Short video lessons plus guided notes, quick quizzes, and clear practice tasks, so you don’t get lost halfway and you always know what to learn next.

Projects That Build Real Skill

Every track includes hands-on learning projects so you practice like a working engineer, and you end up with outputs you can show in interviews and portfolios.