从湿烟气中捕获接近实用能量限制CO2的金属-有机框架的识别:实验mof的综合原子和过程模拟筛选

IF 10.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Ohmin Kwon, Marco Gibaldi, Kasturi Nagesh Pai, Arvind Rajendran* and Tom K. Woo*, 
{"title":"从湿烟气中捕获接近实用能量限制CO2的金属-有机框架的识别:实验mof的综合原子和过程模拟筛选","authors":"Ohmin Kwon,&nbsp;Marco Gibaldi,&nbsp;Kasturi Nagesh Pai,&nbsp;Arvind Rajendran* and Tom K. Woo*,&nbsp;","doi":"10.1021/acscentsci.5c00777","DOIUrl":null,"url":null,"abstract":"<p >Metal–organic framework (MOF) materials have attracted significant attention as solid sorbents for low energy CO<sub>2</sub> capture with adsorption-based gas separation processes. In this work, an integrated screening workflow combining a series of atomistic and process simulations was applied to identify promising MOFs for a 4-step pressure-vacuum swing adsorption (P/VSA) process at three different CO<sub>2</sub> flue gas compositions (6%, 15% and 35%). Starting from 55,818 unique experimentally characterized MOFs, ∼19k porous MOFs were investigated via atomistic grand canonical Monte Carlo (GCMC) simulations and machine learning model-based process optimizations to accelerate the screening of a large candidate database. Thousands of MOFs were identified for each of the CO<sub>2</sub> compositions tested that could achieve within 4% of the practical energy limit of dry CO<sub>2</sub> capture for the P/VSA process while still meeting the 95% CO<sub>2</sub> purity and 90% recovery constraints. From this pool, 3D MOFs without open metal sites were subjected to the multicomponent (CO<sub>2</sub>/N<sub>2</sub>/H<sub>2</sub>O) GCMC simulations at 40% relative humidity. Based on these simulations, hundreds of MOFs were identified at each CO<sub>2</sub> composition that could retain 90% of their CO<sub>2</sub> capture at this humidity while also adsorbing a minimal amount of water. A geometric analysis of these high performing materials revealed that narrow, straight 1D-channels were a common structural motif for low energy wet flue gas CO<sub>2</sub> capture with P/VSA.</p><p >An integrated screening using molecular and process simulations, followed by calculations of CO<sub>2</sub> retainability in humid conditions, identified hundreds of practical sorbents for CO<sub>2</sub> capture.</p>","PeriodicalId":10,"journal":{"name":"ACS Central Science","volume":"11 8","pages":"1438–1451"},"PeriodicalIF":10.4000,"publicationDate":"2025-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acscentsci.5c00777","citationCount":"0","resultStr":"{\"title\":\"Identification of Metal–Organic Frameworks for near Practical Energy Limit CO2 Capture from Wet Flue Gases: An Integrated Atomistic and Process Simulation Screening of Experimental MOFs\",\"authors\":\"Ohmin Kwon,&nbsp;Marco Gibaldi,&nbsp;Kasturi Nagesh Pai,&nbsp;Arvind Rajendran* and Tom K. Woo*,&nbsp;\",\"doi\":\"10.1021/acscentsci.5c00777\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p >Metal–organic framework (MOF) materials have attracted significant attention as solid sorbents for low energy CO<sub>2</sub> capture with adsorption-based gas separation processes. In this work, an integrated screening workflow combining a series of atomistic and process simulations was applied to identify promising MOFs for a 4-step pressure-vacuum swing adsorption (P/VSA) process at three different CO<sub>2</sub> flue gas compositions (6%, 15% and 35%). Starting from 55,818 unique experimentally characterized MOFs, ∼19k porous MOFs were investigated via atomistic grand canonical Monte Carlo (GCMC) simulations and machine learning model-based process optimizations to accelerate the screening of a large candidate database. Thousands of MOFs were identified for each of the CO<sub>2</sub> compositions tested that could achieve within 4% of the practical energy limit of dry CO<sub>2</sub> capture for the P/VSA process while still meeting the 95% CO<sub>2</sub> purity and 90% recovery constraints. From this pool, 3D MOFs without open metal sites were subjected to the multicomponent (CO<sub>2</sub>/N<sub>2</sub>/H<sub>2</sub>O) GCMC simulations at 40% relative humidity. Based on these simulations, hundreds of MOFs were identified at each CO<sub>2</sub> composition that could retain 90% of their CO<sub>2</sub> capture at this humidity while also adsorbing a minimal amount of water. A geometric analysis of these high performing materials revealed that narrow, straight 1D-channels were a common structural motif for low energy wet flue gas CO<sub>2</sub> capture with P/VSA.</p><p >An integrated screening using molecular and process simulations, followed by calculations of CO<sub>2</sub> retainability in humid conditions, identified hundreds of practical sorbents for CO<sub>2</sub> capture.</p>\",\"PeriodicalId\":10,\"journal\":{\"name\":\"ACS Central Science\",\"volume\":\"11 8\",\"pages\":\"1438–1451\"},\"PeriodicalIF\":10.4000,\"publicationDate\":\"2025-07-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://pubs.acs.org/doi/pdf/10.1021/acscentsci.5c00777\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ACS Central Science\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://pubs.acs.org/doi/10.1021/acscentsci.5c00777\",\"RegionNum\":1,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS Central Science","FirstCategoryId":"92","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acscentsci.5c00777","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

摘要

金属有机骨架(MOF)材料作为固体吸附剂在吸附型气体分离过程中用于低能量CO2捕获引起了广泛的关注。在这项工作中,采用了一个集成的筛选工作流程,结合了一系列原子和过程模拟,以确定有前途的mof,用于在三种不同的CO2烟气成分(6%,15%和35%)下进行四步压力-真空摆动吸附(P/VSA)工艺。从55,818个独特的实验表征mof开始,通过原子大规范蒙特卡罗(GCMC)模拟和基于机器学习模型的过程优化研究了~ 19k多孔mof,以加速筛选大型候选数据库。在P/VSA工艺中,每种测试的二氧化碳成分都鉴定出数千个mof,这些mof可以达到干燥二氧化碳捕获实际能量限制的4%以内,同时仍然满足95%的二氧化碳纯度和90%的回收率限制。在此池中,没有开放金属位点的3D MOFs在40%相对湿度下进行了多组分(CO2/N2/H2O) GCMC模拟。基于这些模拟,在每种二氧化碳成分下,数百种mof可以在此湿度下保留90%的二氧化碳捕获量,同时还能吸附最少量的水。对这些高性能材料的几何分析表明,窄而直的一维通道是P/VSA低能量湿法烟气CO2捕获的常见结构主题。通过分子和过程模拟进行综合筛选,然后计算潮湿条件下的二氧化碳保留率,确定了数百种用于二氧化碳捕获的实用吸附剂。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of Metal–Organic Frameworks for near Practical Energy Limit CO2 Capture from Wet Flue Gases: An Integrated Atomistic and Process Simulation Screening of Experimental MOFs

Metal–organic framework (MOF) materials have attracted significant attention as solid sorbents for low energy CO2 capture with adsorption-based gas separation processes. In this work, an integrated screening workflow combining a series of atomistic and process simulations was applied to identify promising MOFs for a 4-step pressure-vacuum swing adsorption (P/VSA) process at three different CO2 flue gas compositions (6%, 15% and 35%). Starting from 55,818 unique experimentally characterized MOFs, ∼19k porous MOFs were investigated via atomistic grand canonical Monte Carlo (GCMC) simulations and machine learning model-based process optimizations to accelerate the screening of a large candidate database. Thousands of MOFs were identified for each of the CO2 compositions tested that could achieve within 4% of the practical energy limit of dry CO2 capture for the P/VSA process while still meeting the 95% CO2 purity and 90% recovery constraints. From this pool, 3D MOFs without open metal sites were subjected to the multicomponent (CO2/N2/H2O) GCMC simulations at 40% relative humidity. Based on these simulations, hundreds of MOFs were identified at each CO2 composition that could retain 90% of their CO2 capture at this humidity while also adsorbing a minimal amount of water. A geometric analysis of these high performing materials revealed that narrow, straight 1D-channels were a common structural motif for low energy wet flue gas CO2 capture with P/VSA.

An integrated screening using molecular and process simulations, followed by calculations of CO2 retainability in humid conditions, identified hundreds of practical sorbents for CO2 capture.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
ACS Central Science
ACS Central Science Chemical Engineering-General Chemical Engineering
CiteScore
25.50
自引率
0.50%
发文量
194
审稿时长
10 weeks
期刊介绍: ACS Central Science publishes significant primary reports on research in chemistry and allied fields where chemical approaches are pivotal. As the first fully open-access journal by the American Chemical Society, it covers compelling and important contributions to the broad chemistry and scientific community. "Central science," a term popularized nearly 40 years ago, emphasizes chemistry's central role in connecting physical and life sciences, and fundamental sciences with applied disciplines like medicine and engineering. The journal focuses on exceptional quality articles, addressing advances in fundamental chemistry and interdisciplinary research.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信