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Linear-Regression-of-data-driven-battery

The premium Open Source alternative to COMSOL Multiphysics

🎯 Best for:Battery manufacturers needing to predict cell longevity without years of testing.
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What is Linear-Regression-of-data-driven-battery?

A machine learning approach using elastic net regression to predict the cycle life of lithium-ion batteries from early-cycle data. It utilizes summary statistics from discharge voltage curves to capture electrochemical evolution without prior mechanism knowledge.

Tech Stack
Jupyter NotebookChemistry & Materials

Why Linear-Regression-of-data-driven-battery?

  • • Predicts life in 100 cycles
  • • No degradation knowledge needed
  • • High accuracy on LFP cells

Limitations

  • • Requires MATLAB for processing
  • • Specific to LFP/Graphite chemistry
  • • Data-intensive training required
8/22/2025
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Competitor Cost
-$1,440
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Team Size10 Users
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