Applied Catalysis2022,Vol.3128.DOI:10.1016/j.apcatb.2022.121380

Machine learning prediction and experimental verification of Pt-modified nitride catalysts for ethanol reforming with reduced precious metal loading

Denny, Steven R. Lin, Zhexi Porter, William N. Artrith, Nongnuch Chen, Jingguang G.
Applied Catalysis2022,Vol.3128.DOI:10.1016/j.apcatb.2022.121380

Machine learning prediction and experimental verification of Pt-modified nitride catalysts for ethanol reforming with reduced precious metal loading

Denny, Steven R. 1Lin, Zhexi 1Porter, William N. 1Artrith, Nongnuch 2Chen, Jingguang G.1
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作者信息

  • 1. Columbia Univ
  • 2. Univ Utrecht
  • 折叠

Abstract

Ethanol is the smallest molecule containing C-O, C-C, C-H, and O-H bonds present in biomass-derived oxygenates. The development of inexpensive and selective catalysts for ethanol reforming is important towards the renewable generation of hydrogen from biomass. Transition metal nitrides (TMN) are interesting catalyst support materials that can effectively reduce precious metal loading for the catalysis of ethanol and other oxygenates. Herein theoretical and experimental methods were used to probe platinum-modified molybdenum nitride (Pt/ Mo2N) surfaces for ethanol reforming. Computations using density-functional theory and machine learning predicted monolayer Pt/Mo2N to be highly active and selective for ethanol reforming. Temperature-programmed desorption (TPD) experiments verified that ethanol primarily underwent decomposition on Mo2N, and the reaction pathway shifted to reforming on Pt/Mo2N surfaces. High-resolution electron energy loss spectroscopy (HREELS) results further indicated that while Mo2N decomposed the ethoxy intermediate by cleaving C-C, C-O, and C-H bonds, Pt-modification preserved the C-O bond, resulting in ethanol reforming.

Key words

Transition metal nitrides/Ethanol reforming/Temperature-programmed desorption/Density-functional theory/Machine learning/MODIFIED MOLYBDENUM CARBIDE/TOTAL-ENERGY CALCULATIONS/ETHYLENE-GLYCOL/DECOMPOSITION PATHWAYS/BIMETALLIC SURFACES/EVOLUTION REACTION/MODIFIED TUNGSTEN/H-2 PRODUCTION/HYDROGEN/ELECTROCATALYSTS

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出版年

2022
Applied Catalysis

Applied Catalysis

ISSN:0926-3373
被引量7
参考文献量55
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