Florian P. Lindner, Nina Strasser, Martin Schultze, Sandro Wieser, Christian Slugovc, Kareem Elsayad, Kristie J. Koski, Egbert Zojer, Caterina Czibula
{"title":"结合布里渊光谱学和机器学习原子间电位来探测金属有机框架的机械特性","authors":"Florian P. Lindner, Nina Strasser, Martin Schultze, Sandro Wieser, Christian Slugovc, Kareem Elsayad, Kristie J. Koski, Egbert Zojer, Caterina Czibula","doi":"arxiv-2409.07039","DOIUrl":null,"url":null,"abstract":"The mechanical properties of metal-organic frameworks (MOFs) are of high\nfundamental and also practical relevance. A particularly intriguing technique\nfor determining anisotropic elastic tensors is Brillouin scattering, which so\nfar has rarely been used for highly complex materials like MOFs. In the present\ncontribution, we apply this technique to study a newly synthesized MOF-type\nmaterial, referred to as GUT2. We show that when combining the experiments with\nstate-of-the-art simulations of elastic properties and phonon bands (based on\nmachine-learned force fields and dispersion-corrected density-functional\ntheory). This provides a comprehensive understanding of the experimental\nsignals, which are correlated with the longitudinal and transverse sound\nvelocities. Moreover, even when dealing with comparably small single crystals,\nwhich limit the range of accessible experimental data, combining the insights\nfrom simulations and experiments allows the determination of approximate values\nfor the components of the elastic tensor of the studied material.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Combining Brillouin spectroscopy and machine learned interatomic potentials to probe mechanical properties of metal organic frameworks\",\"authors\":\"Florian P. Lindner, Nina Strasser, Martin Schultze, Sandro Wieser, Christian Slugovc, Kareem Elsayad, Kristie J. Koski, Egbert Zojer, Caterina Czibula\",\"doi\":\"arxiv-2409.07039\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The mechanical properties of metal-organic frameworks (MOFs) are of high\\nfundamental and also practical relevance. A particularly intriguing technique\\nfor determining anisotropic elastic tensors is Brillouin scattering, which so\\nfar has rarely been used for highly complex materials like MOFs. In the present\\ncontribution, we apply this technique to study a newly synthesized MOF-type\\nmaterial, referred to as GUT2. We show that when combining the experiments with\\nstate-of-the-art simulations of elastic properties and phonon bands (based on\\nmachine-learned force fields and dispersion-corrected density-functional\\ntheory). This provides a comprehensive understanding of the experimental\\nsignals, which are correlated with the longitudinal and transverse sound\\nvelocities. Moreover, even when dealing with comparably small single crystals,\\nwhich limit the range of accessible experimental data, combining the insights\\nfrom simulations and experiments allows the determination of approximate values\\nfor the components of the elastic tensor of the studied material.\",\"PeriodicalId\":501234,\"journal\":{\"name\":\"arXiv - PHYS - Materials Science\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Materials Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.07039\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Materials Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.07039","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Combining Brillouin spectroscopy and machine learned interatomic potentials to probe mechanical properties of metal organic frameworks
The mechanical properties of metal-organic frameworks (MOFs) are of high
fundamental and also practical relevance. A particularly intriguing technique
for determining anisotropic elastic tensors is Brillouin scattering, which so
far has rarely been used for highly complex materials like MOFs. In the present
contribution, we apply this technique to study a newly synthesized MOF-type
material, referred to as GUT2. We show that when combining the experiments with
state-of-the-art simulations of elastic properties and phonon bands (based on
machine-learned force fields and dispersion-corrected density-functional
theory). This provides a comprehensive understanding of the experimental
signals, which are correlated with the longitudinal and transverse sound
velocities. Moreover, even when dealing with comparably small single crystals,
which limit the range of accessible experimental data, combining the insights
from simulations and experiments allows the determination of approximate values
for the components of the elastic tensor of the studied material.