{"title":"Statistical Sampling‐Driven Design for Supported Bimetallic Nanocatalysts for CO2 Reduction","authors":"Ziwei Wang, Jiawei Bai, Jieqiong Ding, Fei Wang, Xiaochun Liu, Xingchen Liu, Weixin Huang, Xiaodong Wen, Zhenhua Zhang","doi":"10.1002/anie.202513744","DOIUrl":null,"url":null,"abstract":"Tailoring supported bimetals to alloyed or phase‐separated structures is of vital importance while this process is blocked by the support interferences during universal impregnation processes. Conventional trial‐and‐error approaches rooted in chemical intuition often lack efficiency and generality. Here, we present a design strategy guided by the statistical sampling of comparative ease of alloy formation through the metadynamics‐based gas–solid nanoreactor approach, which enables the rational and systematic development of bimetallic nanocatalysts (NCs). Using metal oxide‐supported PdAu coupling with model CO<jats:sub>2</jats:sub> reduction as a proof‐of‐concept system, the integrated theoretical and experimental results not only validated the reliability of simulation results but also successfully predicted and realized the alloy formation or phase separation of supported PdAu NCs. The generated PdAu alloys over CeO<jats:sub>2</jats:sub> weaken the metallicity of supported Pd species and thus the catalytic hydrogenation property, but increase moderate basicity, contributing to activated CO<jats:sub>2</jats:sub> hydrogenation to CO via a formate intermediate. However, the phase separation of Pd and Au over TiO<jats:sub>2</jats:sub> support promotes formic acid production efficiency attributed to increasing weak basicity to accelerate CO<jats:sub>2</jats:sub> activation during a bicarbonate pathway. These findings highlight statistical sampling as a general broadly applicable framework for the rational design of advanced bimetallic NCs.","PeriodicalId":125,"journal":{"name":"Angewandte Chemie International Edition","volume":"4 1","pages":""},"PeriodicalIF":16.9000,"publicationDate":"2025-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Angewandte Chemie International Edition","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1002/anie.202513744","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
Tailoring supported bimetals to alloyed or phase‐separated structures is of vital importance while this process is blocked by the support interferences during universal impregnation processes. Conventional trial‐and‐error approaches rooted in chemical intuition often lack efficiency and generality. Here, we present a design strategy guided by the statistical sampling of comparative ease of alloy formation through the metadynamics‐based gas–solid nanoreactor approach, which enables the rational and systematic development of bimetallic nanocatalysts (NCs). Using metal oxide‐supported PdAu coupling with model CO2 reduction as a proof‐of‐concept system, the integrated theoretical and experimental results not only validated the reliability of simulation results but also successfully predicted and realized the alloy formation or phase separation of supported PdAu NCs. The generated PdAu alloys over CeO2 weaken the metallicity of supported Pd species and thus the catalytic hydrogenation property, but increase moderate basicity, contributing to activated CO2 hydrogenation to CO via a formate intermediate. However, the phase separation of Pd and Au over TiO2 support promotes formic acid production efficiency attributed to increasing weak basicity to accelerate CO2 activation during a bicarbonate pathway. These findings highlight statistical sampling as a general broadly applicable framework for the rational design of advanced bimetallic NCs.
期刊介绍:
Angewandte Chemie, a journal of the German Chemical Society (GDCh), maintains a leading position among scholarly journals in general chemistry with an impressive Impact Factor of 16.6 (2022 Journal Citation Reports, Clarivate, 2023). Published weekly in a reader-friendly format, it features new articles almost every day. Established in 1887, Angewandte Chemie is a prominent chemistry journal, offering a dynamic blend of Review-type articles, Highlights, Communications, and Research Articles on a weekly basis, making it unique in the field.