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Decoding the electronic and structural fingerprints of single-atom catalysts via DFT-assisted XANES analysis
Petr Lazar1, Michal Otyepka1,2
1Regional Centre of Advanced Technologies and Materials, Czech Advanced Technology and Research Institute (CATRIN), Palacký University Olomouc, Šlechtitelů 27, 783 71 Olomouc, Czech Republic. michal.otyepka@upol.cz.
We developed a computational method to interpret X-ray absorption near-edge structure (XANES) spectra for single-atom catalysts (SACs). This approach precisely determines the oxidation state and coordination of copper atoms on graphene supports, aiding catalyst design.
Area of Science:
- Catalysis
- Materials Science
- Computational Chemistry
Background:
- Single-atom catalysts (SACs) offer ultimate atomic efficiency but determining their precise structure is challenging.
- X-ray absorption near-edge structure (XANES) spectroscopy is sensitive to electronic and geometric structure but interpretation is often empirical.
- Accurate characterization of SACs is crucial for advancing catalyst design.
Purpose of the Study:
- To develop a quantitative, theory-based framework for interpreting Cu K-edge XANES spectra.
- To accurately determine the oxidation state, coordination geometry, and hydration of Cu single atoms on graphene supports.
- To establish a robust method for correlating XANES features with atomic-scale structure in SACs.
Main Methods:
- Density functional theory (DFT)-based computational spectroscopy framework.
- Quantitative interpretation of experimental Cu K-edge XANES spectra.
- Application to benchmark copper systems (Cu, Cu2O, CuO, CuSO4·5H2O) and Cu SACs on cyanographene and N-doped graphene.
Main Results:
- The computational framework accurately reproduced experimental XANES spectra for various copper systems.
- The method successfully determined the oxidation state, coordination geometry, and hydration environment of Cu single atoms on graphene.
- Direct correspondence between spectral signatures and atomic-scale structure was demonstrated.
Conclusions:
- The developed DFT-based computational spectroscopy provides a robust and transferable route for analyzing SACs.
- This methodology enables precise characterization of SACs, advancing their rational design.
- The study offers a powerful tool for understanding the electronic and structural properties of atomically precise catalysts.
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