<ul><li>A predictive machine learning force field framework for liquid electrolyte development.</li><li>Introducing BAMBOO (ByteDance AI Molecular Simulation Booster), a predictive framework for molecular dynamics (MD) simulations for liquid electrolyte in lithium batteries.</li><li>Utilizes a physics-inspired graph equivariant transformer architecture to learn from quantum mechanical simulations.</li><li>Demonstrates state-of-the-art accuracy in predicting key electrolyte properties such as density, viscosity, and ionic conductivity.</li></ul>

A predictive machine learning force field framework for liquid electrolyte development

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