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Detecting stable adsorbates of (1S)-camphor on Cu(111) with Bayesian optimization
Jari Järvi1, Patrick Rinke1, Milica Todorović1
1Department of Applied Physics, Aalto University, P.O. Box 11100, 00076 Aalto, Espoo, Finland.
We developed a new Bayesian Optimization Structure Search (BOSS) method to efficiently identify complex molecular structures on surfaces. This tool accurately determined stable camphor adsorbate structures on copper, advancing surface science research.
Area of Science:
- Surface Science
- Computational Chemistry
- Materials Science
Background:
- Determining atomic structures at organic-inorganic interfaces is difficult with existing methods.
- Interpreting complex adsorbate structures from microscopy and atomistic simulations is limited by high-dimensional phase spaces.
Purpose of the Study:
- To introduce the Bayesian Optimization Structure Search (BOSS) method for efficient identification of non-planar adsorbate structures.
- To apply BOSS with density-functional theory (DFT) to find stable adsorbate structures of (1S)-camphor on the Cu(111) surface.
Main Methods:
- Utilized the novel Bayesian Optimization Structure Search (BOSS) algorithm.
- Employed density-functional theory (DFT) simulations for structural analysis.
- Investigated the adsorption of (1S)-camphor on the Cu(111) surface.
Main Results:
- Identified eight unique types of stable camphor adsorbate structures.
- Determined the global minimum structure where camphor chemisorbs via oxygen to the Cu(111) surface.
- Found physisorbed structures where camphor interacts via its hydrocarbons.
Conclusions:
- The BOSS method provides an efficient approach for describing complex surface structures.
- This cross-disciplinary tool aids in understanding and tuning the functionality of advanced materials.
- Accurate structural identification is crucial for predicting and controlling material properties.
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