4.8 Article

High-throughput computational-experimental screening protocol for the discovery of bimetallic catalysts

Journal

NPJ COMPUTATIONAL MATERIALS
Volume 7, Issue 1, Pages -

Publisher

NATURE PORTFOLIO
DOI: 10.1038/s41524-021-00605-6

Keywords

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Funding

  1. Creative Materials Discovery Program through the National Research Foundation of Korea [NRF-2016M3D1A1021141]
  2. Korea Institute of Science and Technology [2E30460]

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The study introduces a high-throughput screening protocol for discovering alternative catalysts to palladium, identifying a previously unreported bimetallic catalyst with enhanced performance and productivity.
To accelerate the discovery of materials through computations and experiments, a well-established protocol closely bridging these methods is required. We introduce a high-throughput screening protocol for the discovery of bimetallic catalysts that replace palladium (Pd), where the similarities in the electronic density of states patterns were employed as a screening descriptor. Using first-principles calculations, we screened 4350 bimetallic alloy structures and proposed eight candidates expected to have catalytic performance comparable to that of Pd. Our experiments demonstrate that four bimetallic catalysts indeed exhibit catalytic properties comparable to those of Pd. Moreover, we discover a bimetallic (Ni-Pt) catalyst that has not yet been reported for H2O2 direct synthesis. In particular, Ni61Pt39 outperforms the prototypical Pd catalyst for the chemical reaction and exhibits a 9.5-fold enhancement in cost-normalized productivity. This protocol provides an opportunity for the catalyst discovery for the replacement or reduction in the use of the platinum-group metals.

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