{"title":"Effects in the performance of bimetallic catalysts for the hydrogenation of amides to amines: From experimental to data-driven insights","authors":"Jorge A. Delgado , Akira Yada , Raphael Wischert , Stephane Streiff","doi":"10.1016/j.cattod.2025.115467","DOIUrl":null,"url":null,"abstract":"<div><div>This work evaluates the impact of various parameters on bimetallic catalysts in the hydrogenation of amides to amines, using systematic experimental and data-driven methods. Bimetallic catalysts were synthesized via a sequential wet impregnation approach and tested on the hydrogenation of N,N-dimethyldodecanamide to N,N-dimethyldodecanamine. The choice of metal precursors, supports, and the oxophilic metal significantly influenced the catalytic performance. Data-driven analysis indicates that oxophilic metals with large electronegativity and weak O adsorption display higher conversion, whereas those with large enthalpy of fusion exhibit higher amine selectivity.</div></div>","PeriodicalId":264,"journal":{"name":"Catalysis Today","volume":"460 ","pages":"Article 115467"},"PeriodicalIF":5.2000,"publicationDate":"2025-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Catalysis Today","FirstCategoryId":"92","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0920586125002858","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, APPLIED","Score":null,"Total":0}
引用次数: 0
Abstract
This work evaluates the impact of various parameters on bimetallic catalysts in the hydrogenation of amides to amines, using systematic experimental and data-driven methods. Bimetallic catalysts were synthesized via a sequential wet impregnation approach and tested on the hydrogenation of N,N-dimethyldodecanamide to N,N-dimethyldodecanamine. The choice of metal precursors, supports, and the oxophilic metal significantly influenced the catalytic performance. Data-driven analysis indicates that oxophilic metals with large electronegativity and weak O adsorption display higher conversion, whereas those with large enthalpy of fusion exhibit higher amine selectivity.
期刊介绍:
Catalysis Today focuses on the rapid publication of original invited papers devoted to currently important topics in catalysis and related subjects. The journal only publishes special issues (Proposing a Catalysis Today Special Issue), each of which is supervised by Guest Editors who recruit individual papers and oversee the peer review process. Catalysis Today offers researchers in the field of catalysis in-depth overviews of topical issues.
Both fundamental and applied aspects of catalysis are covered. Subjects such as catalysis of immobilized organometallic and biocatalytic systems are welcome. Subjects related to catalysis such as experimental techniques, adsorption, process technology, synthesis, in situ characterization, computational, theoretical modeling, imaging and others are included if there is a clear relationship to catalysis.