Eman F. Shams , Hammed H.A.M. Hassan , Alexander P. Shevchenko , Yelizaveta A. Morkhova , Morsy Abu-Youssef
{"title":"人工智能引导质子在水合MOF中迁移的从头算分子动力学研究","authors":"Eman F. Shams , Hammed H.A.M. Hassan , Alexander P. Shevchenko , Yelizaveta A. Morkhova , Morsy Abu-Youssef","doi":"10.1016/j.ijhydene.2025.150736","DOIUrl":null,"url":null,"abstract":"<div><div>Proton exchange membrane fuel cells (PEMFCs) have recently garnered attracted considerable attention due to their low operating temperatures and high energy conversion efficiencies. In this work, we theoretically demonstrate that a novel three-dimensional sodium-based metal-organic framework (MOF UAX-2) exhibits high proton migration conductivity. Sodium-based MOFs are rare, as the coordinated solvent molecules that bind to sodium ions often lead to structural collapse upon activation, as these solvents are removed. Remarkably, MOF UAX-2 retains its structural, thermal, dynamic, and mechanical stability at and above room temperature. The mechanism of proton transport within the MOF was investigated using <em>ab initio</em> molecular dynamics (AIMD) simulations, employing the Verlet integration algorithm as implemented in the SIESTA software package. Simulations were conducted across various temperatures, proton locations, and initial velocities conditions. This study proposes MOF UAX-2 as a promising candidate for use as a proton exchange membrane (PEM) in next-generation fuel cell technologies.</div></div>","PeriodicalId":337,"journal":{"name":"International Journal of Hydrogen Energy","volume":"162 ","pages":"Article 150736"},"PeriodicalIF":8.3000,"publicationDate":"2025-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"AI-guided ab initio molecular dynamics study of proton migration in a hydrated MOF for PEMFC applications\",\"authors\":\"Eman F. Shams , Hammed H.A.M. Hassan , Alexander P. Shevchenko , Yelizaveta A. Morkhova , Morsy Abu-Youssef\",\"doi\":\"10.1016/j.ijhydene.2025.150736\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Proton exchange membrane fuel cells (PEMFCs) have recently garnered attracted considerable attention due to their low operating temperatures and high energy conversion efficiencies. In this work, we theoretically demonstrate that a novel three-dimensional sodium-based metal-organic framework (MOF UAX-2) exhibits high proton migration conductivity. Sodium-based MOFs are rare, as the coordinated solvent molecules that bind to sodium ions often lead to structural collapse upon activation, as these solvents are removed. Remarkably, MOF UAX-2 retains its structural, thermal, dynamic, and mechanical stability at and above room temperature. The mechanism of proton transport within the MOF was investigated using <em>ab initio</em> molecular dynamics (AIMD) simulations, employing the Verlet integration algorithm as implemented in the SIESTA software package. Simulations were conducted across various temperatures, proton locations, and initial velocities conditions. This study proposes MOF UAX-2 as a promising candidate for use as a proton exchange membrane (PEM) in next-generation fuel cell technologies.</div></div>\",\"PeriodicalId\":337,\"journal\":{\"name\":\"International Journal of Hydrogen Energy\",\"volume\":\"162 \",\"pages\":\"Article 150736\"},\"PeriodicalIF\":8.3000,\"publicationDate\":\"2025-08-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Hydrogen Energy\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0360319925037358\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, PHYSICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Hydrogen Energy","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0360319925037358","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
AI-guided ab initio molecular dynamics study of proton migration in a hydrated MOF for PEMFC applications
Proton exchange membrane fuel cells (PEMFCs) have recently garnered attracted considerable attention due to their low operating temperatures and high energy conversion efficiencies. In this work, we theoretically demonstrate that a novel three-dimensional sodium-based metal-organic framework (MOF UAX-2) exhibits high proton migration conductivity. Sodium-based MOFs are rare, as the coordinated solvent molecules that bind to sodium ions often lead to structural collapse upon activation, as these solvents are removed. Remarkably, MOF UAX-2 retains its structural, thermal, dynamic, and mechanical stability at and above room temperature. The mechanism of proton transport within the MOF was investigated using ab initio molecular dynamics (AIMD) simulations, employing the Verlet integration algorithm as implemented in the SIESTA software package. Simulations were conducted across various temperatures, proton locations, and initial velocities conditions. This study proposes MOF UAX-2 as a promising candidate for use as a proton exchange membrane (PEM) in next-generation fuel cell technologies.
期刊介绍:
The objective of the International Journal of Hydrogen Energy is to facilitate the exchange of new ideas, technological advancements, and research findings in the field of Hydrogen Energy among scientists and engineers worldwide. This journal showcases original research, both analytical and experimental, covering various aspects of Hydrogen Energy. These include production, storage, transmission, utilization, enabling technologies, environmental impact, economic considerations, and global perspectives on hydrogen and its carriers such as NH3, CH4, alcohols, etc.
The utilization aspect encompasses various methods such as thermochemical (combustion), photochemical, electrochemical (fuel cells), and nuclear conversion of hydrogen, hydrogen isotopes, and hydrogen carriers into thermal, mechanical, and electrical energies. The applications of these energies can be found in transportation (including aerospace), industrial, commercial, and residential sectors.