Transferability of atomic energies from alchemical decomposition
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.
- Publication:
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Journal of Chemical Physics
- Pub Date:
- February 2024
- DOI:
- 10.1063/5.0187298
- arXiv:
- arXiv:2311.04784
- Bibcode:
- 2024JChPh.160e4106S
- Keywords:
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- ARTICLES;
- Theoretical Methods and Algorithms;
- Physics - Chemical Physics