VFBATTERY REPORT

Software / AI

Pages 455–485 (31 pages)

Battery Report 2025, page 459: Software / AI
Text on page 459

Multiscale Modeling Software: From Coding Frameworks to Services Model Paradigm

Open Source

Lifetime Analysis

Closed Source Implements finite elements and/or CFD natively

Pack Systems

Helps you identify model parameters

Equivalent Circuit PINNSTRIPES COBRAPRO Physics-Based DFN / SPM / SPMe)

Microstructure MPET / MD / DFT

User Level

Model Using Code Write your own code in C, MATLAB, Python, Julia, etc.

Model via a User Interface Build your model using a desktop or web application.

Model as a Service Send cells and data to the company; they will ship you a fully-built model.

Extracted from the PDF; charts and images may read imperfectly.

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