六方BaO单层上CO, NO和SO2的吸附:机器学习支持的DFT见解

IF 2.8 3区 物理与天体物理 Q2 PHYSICS, CONDENSED MATTER
Hoang Van Ngoc , Mai Thi Hao
{"title":"六方BaO单层上CO, NO和SO2的吸附:机器学习支持的DFT见解","authors":"Hoang Van Ngoc ,&nbsp;Mai Thi Hao","doi":"10.1016/j.physb.2025.417856","DOIUrl":null,"url":null,"abstract":"<div><div>Two-dimensional metal oxides are promising for gas sensing and optoelectronic applications, yet the adsorption behavior of BaO monolayers remains unexplored. This work investigates the structural, thermomechanical, and optical responses of a hexagonal BaO monolayer upon exposure to CO, NO, and SO<sub>2</sub> gases. Density functional theory (DFT) is used to analyze adsorption mechanisms, charge transfer, and electronic/optical modifications, while a crystal graph convolutional neural network (CGCNN) complements the study by predicting thermomechanical properties of DFT-optimized structures. All gases are found to physisorb with moderate binding energies and localized charge redistribution. Adsorption enhances the bulk modulus and Debye temperature, particularly for SO<sub>2</sub>, suggesting improved stiffness and vibrational stability. Significant changes in dielectric function, optical absorption, and joint density of states are also observed, including new features across UV–visible and infrared regions and the loss of in-plane isotropy. These results establish BaO monolayers as potential platforms for broadband sensing and optoelectronics.</div></div>","PeriodicalId":20116,"journal":{"name":"Physica B-condensed Matter","volume":"717 ","pages":"Article 417856"},"PeriodicalIF":2.8000,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Adsorption of CO, NO, and SO2 on hexagonal BaO monolayer: Insights from DFT supported by machine learning\",\"authors\":\"Hoang Van Ngoc ,&nbsp;Mai Thi Hao\",\"doi\":\"10.1016/j.physb.2025.417856\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Two-dimensional metal oxides are promising for gas sensing and optoelectronic applications, yet the adsorption behavior of BaO monolayers remains unexplored. This work investigates the structural, thermomechanical, and optical responses of a hexagonal BaO monolayer upon exposure to CO, NO, and SO<sub>2</sub> gases. Density functional theory (DFT) is used to analyze adsorption mechanisms, charge transfer, and electronic/optical modifications, while a crystal graph convolutional neural network (CGCNN) complements the study by predicting thermomechanical properties of DFT-optimized structures. All gases are found to physisorb with moderate binding energies and localized charge redistribution. Adsorption enhances the bulk modulus and Debye temperature, particularly for SO<sub>2</sub>, suggesting improved stiffness and vibrational stability. Significant changes in dielectric function, optical absorption, and joint density of states are also observed, including new features across UV–visible and infrared regions and the loss of in-plane isotropy. These results establish BaO monolayers as potential platforms for broadband sensing and optoelectronics.</div></div>\",\"PeriodicalId\":20116,\"journal\":{\"name\":\"Physica B-condensed Matter\",\"volume\":\"717 \",\"pages\":\"Article 417856\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2025-09-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Physica B-condensed Matter\",\"FirstCategoryId\":\"101\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0921452625009731\",\"RegionNum\":3,\"RegionCategory\":\"物理与天体物理\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"PHYSICS, CONDENSED MATTER\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Physica B-condensed Matter","FirstCategoryId":"101","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0921452625009731","RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHYSICS, CONDENSED MATTER","Score":null,"Total":0}
引用次数: 0

摘要

二维金属氧化物在气敏和光电子领域的应用前景广阔,但BaO单层的吸附行为仍未被探索。本研究研究了暴露于CO、NO和SO2气体下的六方BaO单层的结构、热机械和光学响应。密度泛函理论(DFT)用于分析吸附机制,电荷转移和电子/光学修饰,而晶体图卷积神经网络(CGCNN)通过预测DFT优化结构的热力学性能来补充研究。发现所有气体都具有中等结合能和局部电荷再分布的物理吸附。吸附提高了体积模量和德拜温度,特别是SO2,这表明刚度和振动稳定性得到了改善。在介电函数、光吸收和态的接合密度方面也观察到显著的变化,包括跨紫外-可见和红外区域的新特征以及面内各向同性的损失。这些结果确立了BaO单层作为宽带传感和光电子学的潜在平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Adsorption of CO, NO, and SO2 on hexagonal BaO monolayer: Insights from DFT supported by machine learning
Two-dimensional metal oxides are promising for gas sensing and optoelectronic applications, yet the adsorption behavior of BaO monolayers remains unexplored. This work investigates the structural, thermomechanical, and optical responses of a hexagonal BaO monolayer upon exposure to CO, NO, and SO2 gases. Density functional theory (DFT) is used to analyze adsorption mechanisms, charge transfer, and electronic/optical modifications, while a crystal graph convolutional neural network (CGCNN) complements the study by predicting thermomechanical properties of DFT-optimized structures. All gases are found to physisorb with moderate binding energies and localized charge redistribution. Adsorption enhances the bulk modulus and Debye temperature, particularly for SO2, suggesting improved stiffness and vibrational stability. Significant changes in dielectric function, optical absorption, and joint density of states are also observed, including new features across UV–visible and infrared regions and the loss of in-plane isotropy. These results establish BaO monolayers as potential platforms for broadband sensing and optoelectronics.
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
Physica B-condensed Matter
Physica B-condensed Matter 物理-物理:凝聚态物理
CiteScore
4.90
自引率
7.10%
发文量
703
审稿时长
44 days
期刊介绍: Physica B: Condensed Matter comprises all condensed matter and material physics that involve theoretical, computational and experimental work. Papers should contain further developments and a proper discussion on the physics of experimental or theoretical results in one of the following areas: -Magnetism -Materials physics -Nanostructures and nanomaterials -Optics and optical materials -Quantum materials -Semiconductors -Strongly correlated systems -Superconductivity -Surfaces and interfaces
×
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