Beomil Kim, Seungchang Han, Suneon Wang, Stefan Ringe, Jihun Oh
{"title":"Peaks and pitfalls of electrocatalytic CO2 reduction descriptor models","authors":"Beomil Kim, Seungchang Han, Suneon Wang, Stefan Ringe, Jihun Oh","doi":"10.1038/s41929-026-01526-7","DOIUrl":null,"url":null,"abstract":"Identifying activity descriptors is critical for the development of efficient electrocatalysts. Here we systematically investigate the effect of electronic structure variations of metal alloys on the electrochemical CO2 reduction. For this, we prepare gold, silver and palladium alloys of various compositions, allowing to continuously tune the d-band centre and work function. Our results indicate that while the d-band centre is the decisive factor for CO production, the work function is needed additionally to explain the production rate of HCOO− and H2. By contrast, non-metal alloys with matching copper-like descriptor values showed no C2+ product formation. This breakdown of the descriptor model is explained from first-principles calculations by the heterogeneity and coverage distribution of the surface, which affects the multi-step reaction pathways for C2+ product formation. Our results highlight the problems in transferring conventional descriptor models to more complex, heterogeneous materials and multi-step reaction pathways. Descriptors have been used to predict product selectivity in electrocatalytic CO2 reduction on metals. This Analysis confirms that CO adsorption energy is suitable for predicting CO, but the work function is also needed to predict HCOO− and H2 selectivity. By contrast, the mechanism for C–C coupled products is too complex to predict using these simple descriptors.","PeriodicalId":18845,"journal":{"name":"Nature Catalysis","volume":"9 4","pages":"471-481"},"PeriodicalIF":44.6000,"publicationDate":"2026-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Catalysis","FirstCategoryId":"92","ListUrlMain":"https://www.nature.com/articles/s41929-026-01526-7","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Identifying activity descriptors is critical for the development of efficient electrocatalysts. Here we systematically investigate the effect of electronic structure variations of metal alloys on the electrochemical CO2 reduction. For this, we prepare gold, silver and palladium alloys of various compositions, allowing to continuously tune the d-band centre and work function. Our results indicate that while the d-band centre is the decisive factor for CO production, the work function is needed additionally to explain the production rate of HCOO− and H2. By contrast, non-metal alloys with matching copper-like descriptor values showed no C2+ product formation. This breakdown of the descriptor model is explained from first-principles calculations by the heterogeneity and coverage distribution of the surface, which affects the multi-step reaction pathways for C2+ product formation. Our results highlight the problems in transferring conventional descriptor models to more complex, heterogeneous materials and multi-step reaction pathways. Descriptors have been used to predict product selectivity in electrocatalytic CO2 reduction on metals. This Analysis confirms that CO adsorption energy is suitable for predicting CO, but the work function is also needed to predict HCOO− and H2 selectivity. By contrast, the mechanism for C–C coupled products is too complex to predict using these simple descriptors.
期刊介绍:
Nature Catalysis serves as a platform for researchers across chemistry and related fields, focusing on homogeneous catalysis, heterogeneous catalysis, and biocatalysts, encompassing both fundamental and applied studies. With a particular emphasis on advancing sustainable industries and processes, the journal provides comprehensive coverage of catalysis research, appealing to scientists, engineers, and researchers in academia and industry.
Maintaining the high standards of the Nature brand, Nature Catalysis boasts a dedicated team of professional editors, rigorous peer-review processes, and swift publication times, ensuring editorial independence and quality. The journal publishes work spanning heterogeneous catalysis, homogeneous catalysis, and biocatalysis, covering areas such as catalytic synthesis, mechanisms, characterization, computational studies, nanoparticle catalysis, electrocatalysis, photocatalysis, environmental catalysis, asymmetric catalysis, and various forms of organocatalysis.