1. Transferability of atomic energies from alchemical decomposition.
- Author
-
Sahre, Michael J., von Rudorff, Guido Falk, Marquetand, Philipp, and von Lilienfeld, O. Anatole
- Subjects
- *
NUCLEAR energy , *KIRKENDALL effect , *DECOMPOSITION method , *ATOMIZATION , *ELECTRON gas - Abstract
We study alchemical atomic energy partitioning as a method to estimate atomization energies from atomic contributions, which are defined in physically rigorous and general ways through the use of the uniform electron gas as a joint reference. We analyze quantitatively the relation between atomic energies and their local environment using a dataset of 1325 organic molecules. The atomic energies are transferable across various molecules, enabling the prediction of atomization energies with a mean absolute error of 23 kcal/mol, comparable to simple statistical estimates but potentially more robust given their grounding in the physics-based decomposition scheme. A comparative analysis with other decomposition methods highlights its sensitivity to electrostatic variations, underlining its potential as a representation of the environment as well as in studying processes like diffusion in solids characterized by significant electrostatic shifts. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF