Understanding Alkaline Hydrogen Oxidation Reaction on PdNiRuIrRh High-Entropy-Alloy by Machine Learning Potential
Yana Men1, Dean Wu1, Youcheng Hu1
1College of Chemistry and Molecular Sciences, Wuhan University, Wuhan, Hubei, 430072, P. R. China.
High-entropy alloy (HEA) catalysts show enhanced hydrogen oxidation reaction (HOR) activity. Machine learning simulations reveal specific atomic structures and sites responsible for the improved performance in alkaline media.
Area of Science:
- Materials Science
- Electrochemistry
- Catalysis
Background:
- High-entropy alloys (HEAs) are promising electrocatalysts due to their unique properties.
- Understanding the atomic structure of HEAs is crucial for optimizing their catalytic mechanisms.
- The hydrogen oxidation reaction (HOR) is a key process in fuel cells and electrolyzers.
Purpose of the Study:
- To develop and characterize a novel HEA catalyst for the alkaline hydrogen oxidation reaction (HOR).
- To elucidate the atomic structure-activity relationship governing the HOR performance of the HEA.
- To provide fundamental insights into HEA catalytic mechanisms for advanced electrocatalyst design.
Main Methods:
- Synthesis and characterization of a PdNiRuIrRh high-entropy alloy catalyst.
- Electrochemical testing to evaluate HOR activity and stability in alkaline media.
- Machine learning potential-based Monte Carlo simulations to investigate surface atomic structures and bonding environments.
Main Results:
- The synthesized HEA-PdNiRuIrRh catalyst exhibited a mass activity of 3.25 mA μg⁻¹, an 8-fold enhancement over commercial Pt/C.
- Simulations identified dominant Pd-Pd-Ni and Pd-Pd-Pd bonding environments contributing to optimized *H adsorption/desorption.
- The presence of Ni/Ru oxophilic sites was found to enhance *OH adsorption, crucial for the HOR mechanism.
Conclusions:
- The HEA-PdNiRuIrRh catalyst demonstrates superior performance for the alkaline HOR.
- Specific atomic arrangements and electronic structures within the HEA are key to its enhanced catalytic activity.
- This study offers valuable insights for designing next-generation high-entropy alloy electrocatalysts for energy applications.
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