Teaching a neural network to attach and detach electrons from molecules

Interatomic potentials derived with Machine Learning algorithms such as Deep-Neural Networks (DNNs), achieve the accuracy of high-fidelity quantum mechanical (QM) methods in areas traditionally dominated by empirical force fields and allow performing massive simulations. Most DNN potentials were par...

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Veröffentlicht in:Nature communications 2021-08, Vol.12 (1), p.4870-11, Article 4870
Hauptverfasser: Zubatyuk, Roman, Smith, Justin S., Nebgen, Benjamin T., Tretiak, Sergei, Isayev, Olexandr
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Sprache:eng
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