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Designing Efficient Single-Atom Alloy Catalysts for Selective C═O Hydrogenation: A First-Principles, Active Learning
Haisong Feng1,2, Meng Zhang1, Zhen Ge1
1State Key Laboratory of Chemical Resource Engineering, Beijing Advanced Innovation Center for Soft Matter Science and Engineering, Beijing University of Chemical Technology, Beijing 100029, P. R. China.
Researchers designed novel single-atom alloys (SAAs) for selective hydrogenation of unsaturated aldehydes. The Ti1Au SAA efficiently converts crotonaldehyde to crotyl alcohol with high selectivity and conversion.
Area of Science:
- Catalysis
- Materials Science
- Computational Chemistry
Background:
- Selective hydrogenation of α,β-unsaturated aldehydes to unsaturated alcohols is crucial for organic synthesis, pharmaceuticals, and food production.
- Precise hydrogenation of carbonyl (C═O) bonds over carbon-carbon double bonds (C═C) is challenging and requires tailored catalysts.
- Single-atom alloys (SAAs) offer potential for targeted bond activation but identifying suitable SAAs remains difficult.
Purpose of the Study:
- To design efficient and selective single-atom alloys (SAAs) for the hydrogenation of α,β-unsaturated aldehydes.
- To identify specific SAA compositions and surface facets capable of selectively activating C═O bonds.
- To establish a computational methodology for the rational design of selective hydrogenation catalysts.
Main Methods:
- Synergistic combination of density functional theory (DFT) calculations, active learning, and microkinetic simulations.
- Comprehensive assessment of 66 SAAs across 264 surfaces to evaluate C═C and C═O bond activation potential.
- Microkinetic simulations performed on selected Ti1Au surfaces using crotonaldehyde as a model substrate.
Main Results:
- The Ti1Au SAA demonstrated excellent selectivity for C═O bond activation.
- Ti1Au(320) and Ti1Au(111) surfaces exhibited high catalytic activity with a low activation energy barrier of 0.60 eV.
- Microkinetic simulations showed nearly 100% conversion to crotyl alcohol with remarkable selectivity for Ti1Au(320) and Ti1Au(111) catalysts between 373-553 K.
Conclusions:
- Novel Ti1Au single-atom alloys are effective catalysts for the selective hydrogenation of α,β-unsaturated aldehydes.
- The study demonstrates a powerful computational approach for designing highly selective hydrogenation catalysts.
- This work provides a pathway for developing advanced catalysts for chemical synthesis and industrial applications.
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