Related Experiment Video
Updated: May 24, 2026

Structure and Coordination Determination of Peptide-metal Complexes Using 1D and 2D 1H NMR
Published on: December 16, 2013
Tackling complexity in crystal structure determination of metal organic compounds using machine learning interatomic
Abstract:
We integrate ab initio crystal structure prediction with universal machine learning interatomic potentials (UMA and Orb-v3) to determine challenging metal organic compound structures. Our framework successfully resolves the previously unknown, technologically significant crystal structures of lithium phenolate, sodium cyclohexanolate, and lithium-benzimidazol-2-one, accelerating materials development.
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