/tools/chgnet

chgnet

CederGroupHub/chgnet

363 stars93 forksPythonWebsiteAdded February 5, 2026
summary

CHGNet is a universal neural network potential that enables charge-informed atomistic modeling with high accuracy. It can predict molecular properties such as energy and forces, and is capable of running molecular dynamics simulations, making it a valuable tool in computational chemistry and materials science.

description

Pretrained universal neural network potential for charge-informed atomistic modeling https://chgnet.lbl.gov

topics

atomistic-simulationscharge-distributioncharge-transportcomputational-materials-scienceforce-fieldsgraph-neural-networksmachine-learning

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