Methods for improving the reliability and analyzing the errors in computational trend studies in heterogeneous catalysis are presented. A fitting methodology for empirical exchange-correlation functionals which reproduces catalysis-relevant benchmark properties reasonably while allowing for quantitative error estimates is presented together with models allowing the inclusion of adsorbate-adsorbate interactions in mean-field microkinetics.
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