Ho Ngoc Nam, Ravi Nandan*, Lei Fu, Yingji Zhao, Yunqing Kang, Tetsuya Fukushima, Kazunori Sato, Yusuke Asakura, Ovidiu Cretu, Jun Kikkawa, Joel Henzie, Jonathan P. Hill, Takeshi Yanai, Quan Manh Phung* and Yusuke Yamauchi*,
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引用次数: 0
Abstract
High-entropy alloys (HEAs) have recently emerged as promising electrocatalysts for complex reactions owing to their tunable electronic structures and diverse, unique binding sites. However, their vast compositional space, in terms of both elemental variety and atomic ratios, presents a major challenge to the rational design of high-performance catalysts, as experimental efforts are often hindered by ambiguous element selection and inefficient trial-and-error methods. In this work, a bottom-up research strategy using machine learning-assisted first-principles calculations was applied to accelerate the design of quinary HEAs toward efficient multielectron transfer reactions. Here, we report the design of PtPdRhRuMo, which exhibits key physicochemical properties favoring the methanol oxidation reaction. Notably, the incorporation of Mo as the fifth element significantly activates specific binding sites on HEA surfaces, enhancing methanol adsorption and, in particular, the water dissociation ability. This facilitates hydroxyl species formation, which effectively mitigates CO intermediate adherence while promoting the complete oxidation of CH3OH to CO2 via alternative reaction pathways. Guided by theoretical predictions, experimental samples with different morphologies of mesoporous PtPdRhRuMo catalyst (m-HEANP(Mo) nanoparticles and m-HEAF(Mo) thin film) were then synthesized, demonstrating superior electrocatalysis with a large current density of up to 18.20 mA cm–2 and a mass activity of 9.89 A mgPt–1, alongside the long-term durability for efficient methanol electrooxidation applications.
高熵合金(HEAs)由于其可调谐的电子结构和多样、独特的结合位点,近年来成为复杂反应的电催化剂。然而,在元素种类和原子比方面,它们巨大的组成空间给高性能催化剂的合理设计带来了重大挑战,因为实验工作经常受到模糊的元素选择和低效的试错方法的阻碍。在这项工作中,使用机器学习辅助第一性原理计算的自下而上的研究策略被应用于加速五元HEAs的设计,以实现高效的多电子转移反应。在这里,我们报道了PtPdRhRuMo的设计,它具有有利于甲醇氧化反应的关键物理化学性质。值得注意的是,Mo作为第五元素的掺入显著激活了HEA表面的特定结合位点,增强了甲醇吸附,特别是水解离能力。这有利于羟基物种的形成,有效地减轻了CO中间体的粘附,同时通过其他反应途径促进CH3OH完全氧化为CO2。在理论预测的指导下,合成了具有不同形态的介孔PtPdRhRuMo催化剂(m-HEANP(Mo)纳米颗粒和m-HEAF(Mo)薄膜)的实验样品,显示出优异的电催化性能,电流密度高达18.20 mA cm-2,质量活性为9.89 a mgPt-1,同时具有长期耐用性,可用于高效的甲醇电氧化应用。
期刊介绍:
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