密度泛函理论
催化作用
二进制数
过渡金属
氢
材料科学
化学物理
理论(学习稳定性)
化学
热力学
计算化学
物理化学
计算机科学
物理
数学
生物化学
算术
有机化学
机器学习
作者
Jeff Greeley,Jens K. Nørskov
出处
期刊:Surface Science
[Elsevier BV]
日期:2007-02-02
卷期号:601 (6): 1590-1598
被引量:182
标识
DOI:10.1016/j.susc.2007.01.037
摘要
A general scheme for the screening of heterogeneous catalysts using density functional theory (DFT) calculations is presented, and the scheme is illustrated with a search for catalysts for the hydrogen evolution reaction. Simple techniques to estimate the activity of binary surface and bulk alloys for this reaction are described, and several computational tests for stability in reaction environments are presented. Careful application of these activities and stability criteria to a database of DFT calculations on ∼750 binary transition metal alloys leads to the identification of several surface and bulk alloys that are predicted to perform comparably to platinum, the canonical hydrogen evolution catalyst. This study marks the first use of full DFT calculations for high-throughput screening of transition metal catalysts.
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