Correlations between adsorption energies
allow for the prediction
of a large set of adsorption energies from a few quantum-chemical
calculations, enabling quick evaluations of the catalytic activity
of surfaces for multistep reactions. A critical question is whether
these correlationsinitially established at low coverage on
geometrically similar surfacesare useful at high coverage
and in various geometric environments, which are the relevant industrial
conditions of real catalysts. To answer this question, we use density
functional theory to calculate almost 900 adsorption energies of several
atomic adsorbates on late transition metal fcc (111) surfaces at a
variety of coverages and configurations. We observe strict requirements
of the geometric similarity between adsorption sites for the existence
of correlations in adsorption energies. We also find that the introduction
of higher coverages generally weakens and changes the correlations.
We use our results to assess a simple model constructed from previously
discovered scaling relationships and discuss their ramifications on
catalyst discovery as well as strategies to incorporate this coverage
dependence
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