基于机器学习势的微扰和非微扰方法揭示多声子散射机制对La2Zr2O7、La2Sr2AlO7和LaPO4原型热障涂层晶格导热性的影响

IF 3.1 3区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Huaxuan He , Xingming Wang , Yuzhou Hao , Chao Zeng , Jianyu Li , Haoliang Liu , Zhibin Gao , Jing Feng , Bing Xiao
{"title":"基于机器学习势的微扰和非微扰方法揭示多声子散射机制对La2Zr2O7、La2Sr2AlO7和LaPO4原型热障涂层晶格导热性的影响","authors":"Huaxuan He ,&nbsp;Xingming Wang ,&nbsp;Yuzhou Hao ,&nbsp;Chao Zeng ,&nbsp;Jianyu Li ,&nbsp;Haoliang Liu ,&nbsp;Zhibin Gao ,&nbsp;Jing Feng ,&nbsp;Bing Xiao","doi":"10.1016/j.commatsci.2025.113954","DOIUrl":null,"url":null,"abstract":"<div><div>The multi-phonon scattering mechanisms and lattice thermal conductivity of the three prototypes thermal barrier coatings including the La<sub>2</sub>Zr<sub>2</sub>O<sub>7</sub>, La<sub>2</sub>SrAl<sub>2</sub>O<sub>7</sub> and LaPO<sub>4</sub> are studied using both the perturbative linear Boltzmann transport equation (LBTE) under the three- and four-phonon scattering schemes and the non-perturbative equilibrium molecular dynamics simulations coupled with Kubo-Green formula (EMD-KG) method based on properly trained and validated moment tensor potentials (MTPs). It is revealed that incorporating multi-phonon scatterings in LBTE method under either 3ph or 3ph + 4ph schemes could underestimate the lattice thermal conductivity of the thermal barrier coatings mainly due to the poor description of heat conduction for highly localized phonon modes (locons) in the temperature renormalized phonon spectrum within the perturbative approach. Meanwhile, the non-perturbative EMD-KG method not only could accurately reproduce the values of lattice thermal conductivity that are in good agreement with experiments in the temperature range between 300 K and 1500 K, but also correctly predicts the flat thermal conductivity at elevated temperatures for all three thermal barrier coatings. The phonon quasi-particle spectrum and quasi-particle lifetimes are also obtained, and results elucidate that the perturbative LBTE method predicts the phonon relaxation times significantly smaller than those of phonon quasi-particle lifetimes calculated from non-perturbative EMD method especially for the low-frequency phonon modes. Therefore, the EMD-KG method combined with highly accurate machine learning potential provides a numerically efficient and physically sound methodology to study phonon transport properties of thermal barrier coatings.</div></div>","PeriodicalId":10650,"journal":{"name":"Computational Materials Science","volume":"256 ","pages":"Article 113954"},"PeriodicalIF":3.1000,"publicationDate":"2025-05-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Unraveling the effects of multi-phonon scattering mechanisms on lattice thermal conductivity of La2Zr2O7, La2Sr2AlO7 and LaPO4 prototype thermal barrier coatings from both perturbative and non-perturbative methods based on machine learning potential\",\"authors\":\"Huaxuan He ,&nbsp;Xingming Wang ,&nbsp;Yuzhou Hao ,&nbsp;Chao Zeng ,&nbsp;Jianyu Li ,&nbsp;Haoliang Liu ,&nbsp;Zhibin Gao ,&nbsp;Jing Feng ,&nbsp;Bing Xiao\",\"doi\":\"10.1016/j.commatsci.2025.113954\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The multi-phonon scattering mechanisms and lattice thermal conductivity of the three prototypes thermal barrier coatings including the La<sub>2</sub>Zr<sub>2</sub>O<sub>7</sub>, La<sub>2</sub>SrAl<sub>2</sub>O<sub>7</sub> and LaPO<sub>4</sub> are studied using both the perturbative linear Boltzmann transport equation (LBTE) under the three- and four-phonon scattering schemes and the non-perturbative equilibrium molecular dynamics simulations coupled with Kubo-Green formula (EMD-KG) method based on properly trained and validated moment tensor potentials (MTPs). It is revealed that incorporating multi-phonon scatterings in LBTE method under either 3ph or 3ph + 4ph schemes could underestimate the lattice thermal conductivity of the thermal barrier coatings mainly due to the poor description of heat conduction for highly localized phonon modes (locons) in the temperature renormalized phonon spectrum within the perturbative approach. Meanwhile, the non-perturbative EMD-KG method not only could accurately reproduce the values of lattice thermal conductivity that are in good agreement with experiments in the temperature range between 300 K and 1500 K, but also correctly predicts the flat thermal conductivity at elevated temperatures for all three thermal barrier coatings. The phonon quasi-particle spectrum and quasi-particle lifetimes are also obtained, and results elucidate that the perturbative LBTE method predicts the phonon relaxation times significantly smaller than those of phonon quasi-particle lifetimes calculated from non-perturbative EMD method especially for the low-frequency phonon modes. Therefore, the EMD-KG method combined with highly accurate machine learning potential provides a numerically efficient and physically sound methodology to study phonon transport properties of thermal barrier coatings.</div></div>\",\"PeriodicalId\":10650,\"journal\":{\"name\":\"Computational Materials Science\",\"volume\":\"256 \",\"pages\":\"Article 113954\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-05-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computational Materials Science\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0927025625002976\",\"RegionNum\":3,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational Materials Science","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0927025625002976","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

摘要

利用三声子和四声子散射方案下的微扰线性玻尔兹曼输运方程(LBTE)和基于适当训练和验证的矩张量势(MTPs)的非微扰平衡分子动力学模拟(EMD-KG),研究了La2Zr2O7、La2SrAl2O7和LaPO4三种原型热障涂层的多声子散射机制和晶格热导率。结果表明,在3ph或3ph + 4ph方案下,在LBTE方法中加入多声子散射可能会低估热障涂层的晶格热导率,这主要是由于微动方法中温度重正化声子谱中高度局域声子模式(locons)的热传导描述不佳。同时,EMD-KG方法在300 ~ 1500 K的温度范围内,不仅能准确再现与实验结果吻合的晶格导热系数值,而且能正确预测三种热障涂层在高温下的平面导热系数。得到了声子准粒子谱和准粒子寿命,结果表明,在低频声子模式下,微扰LBTE方法预测的声子弛豫时间明显小于非微扰EMD方法计算的声子准粒子寿命。因此,EMD-KG方法结合了高度精确的机器学习潜力,为研究热障涂层的声子输运特性提供了一种数值上有效且物理上合理的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Unraveling the effects of multi-phonon scattering mechanisms on lattice thermal conductivity of La2Zr2O7, La2Sr2AlO7 and LaPO4 prototype thermal barrier coatings from both perturbative and non-perturbative methods based on machine learning potential

Unraveling the effects of multi-phonon scattering mechanisms on lattice thermal conductivity of La2Zr2O7, La2Sr2AlO7 and LaPO4 prototype thermal barrier coatings from both perturbative and non-perturbative methods based on machine learning potential
The multi-phonon scattering mechanisms and lattice thermal conductivity of the three prototypes thermal barrier coatings including the La2Zr2O7, La2SrAl2O7 and LaPO4 are studied using both the perturbative linear Boltzmann transport equation (LBTE) under the three- and four-phonon scattering schemes and the non-perturbative equilibrium molecular dynamics simulations coupled with Kubo-Green formula (EMD-KG) method based on properly trained and validated moment tensor potentials (MTPs). It is revealed that incorporating multi-phonon scatterings in LBTE method under either 3ph or 3ph + 4ph schemes could underestimate the lattice thermal conductivity of the thermal barrier coatings mainly due to the poor description of heat conduction for highly localized phonon modes (locons) in the temperature renormalized phonon spectrum within the perturbative approach. Meanwhile, the non-perturbative EMD-KG method not only could accurately reproduce the values of lattice thermal conductivity that are in good agreement with experiments in the temperature range between 300 K and 1500 K, but also correctly predicts the flat thermal conductivity at elevated temperatures for all three thermal barrier coatings. The phonon quasi-particle spectrum and quasi-particle lifetimes are also obtained, and results elucidate that the perturbative LBTE method predicts the phonon relaxation times significantly smaller than those of phonon quasi-particle lifetimes calculated from non-perturbative EMD method especially for the low-frequency phonon modes. Therefore, the EMD-KG method combined with highly accurate machine learning potential provides a numerically efficient and physically sound methodology to study phonon transport properties of thermal barrier coatings.
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
Computational Materials Science
Computational Materials Science 工程技术-材料科学:综合
CiteScore
6.50
自引率
6.10%
发文量
665
审稿时长
26 days
期刊介绍: The goal of Computational Materials Science is to report on results that provide new or unique insights into, or significantly expand our understanding of, the properties of materials or phenomena associated with their design, synthesis, processing, characterization, and utilization. To be relevant to the journal, the results should be applied or applicable to specific material systems that are discussed within the submission.
×
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:481959085
Book学术官方微信