arXiv - PHYS - Materials Science最新文献

筛选
英文 中文
Low-Energy Magnetic States of Tb Adatom on Graphene 石墨烯上铽原子的低能磁态
arXiv - PHYS - Materials Science Pub Date : 2024-09-12 DOI: arxiv-2409.08079
Monirul Shaikh, Alison Klein, Aleksander L. Wysocki
{"title":"Low-Energy Magnetic States of Tb Adatom on Graphene","authors":"Monirul Shaikh, Alison Klein, Aleksander L. Wysocki","doi":"arxiv-2409.08079","DOIUrl":"https://doi.org/arxiv-2409.08079","url":null,"abstract":"Electronic structure and magnetic interactions of a Tb adatom on graphene are\u0000investigated from first principles using combination of density functional\u0000theory and multiconfigurational quantum chemistry techniques including\u0000spin-orbit coupling. We determine that the six-fold symmetry hollow site is the\u0000preferred adsorption site and we investigate electronic spectrum for different\u0000adatom oxidation states including Tb$^{3+}$, Tb$^{2+}$, Tb$^{1+}$, and\u0000Tb$^{0}$. For all charge states, the Tb $4f^8$ configuration is retained with\u0000other adatom valence electrons being distributed over $5d_{xy}$, $5d_{x2+y2}$,\u0000and $6s/5d_0$ single-electron orbitals. We find strong intra-site adatom\u0000exchange coupling that ensures that the $5d6s$ spins are parallel to the $4f$\u0000spin. For Tb$^{3+}$, the energy levels can be described by the $J=6$ multiplet\u0000split by the graphene crystal field. For other oxidation states, the\u0000interaction of $4f$ electrons with spin and orbital degrees of freedom of\u0000$6s5d$ electrons in the presence of spin-orbit coupling results in the\u0000low-energy spectrum composed closely lying effective multiplets that are split\u0000by the graphene crystal field. Stable magnetic moment is predicted for\u0000Tb$^{3+}$ and Tb$^{2+}$ adatoms due to uniaxial magnetic anisotropy and\u0000effective anisotropy barrier around 440 cm$^{-1}$ controlled by the temperature\u0000assisted quantum tunneling of magnetization through the third excited doublet.\u0000On the other hand, in-plane magnetic anisotropy is found for Tb$^{1+}$ and\u0000Tb$^{0}$ adatoms. Our results indicate that the occupation of the $6s5d$\u0000orbitals can dramatically affect the magnetic anisotropy and magnetic moment\u0000stability of rare earth adatoms.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224493","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolution of flat bands in MoSe$_2$/WSe$_2$ moiré lattices: A study combining machine learning and band unfolding methods MoSe$_2$/WSe$_2$ 摩尔晶格中平带的演变:结合机器学习和波段展开方法的研究
arXiv - PHYS - Materials Science Pub Date : 2024-09-12 DOI: arxiv-2409.07987
Shengguo Yang, Jiaxin Chen, Chao-Fei Liu, Mingxing Chen
{"title":"Evolution of flat bands in MoSe$_2$/WSe$_2$ moiré lattices: A study combining machine learning and band unfolding methods","authors":"Shengguo Yang, Jiaxin Chen, Chao-Fei Liu, Mingxing Chen","doi":"arxiv-2409.07987","DOIUrl":"https://doi.org/arxiv-2409.07987","url":null,"abstract":"Moir'e lattices have served as the ideal quantum simulation platform for\u0000exploring novel physics due to the flat electronic bands resulting from the\u0000long wavelength moir'e potentials. However, the large sizes of this type of\u0000system challenge the first-principles methods for full calculations of their\u0000electronic structures, thus bringing difficulties in understanding the nature\u0000and evolution of the flat bands. In this study, we investigate the electronic\u0000structures of moir'e patterns of MoSe$_2$/WSe$_2$ by combining ab initio and\u0000machine learning methods. We find that a flat band with a bandwidth of about 5\u0000meV emerges below the valence band edge at the K point for the H-stacking at a\u0000twist angle of 3.89$^{circ}$. Then, it shifts dramatically as the twist angle\u0000decreases and becomes about 20 meV higher than the valence band maximum for the\u0000twist angle of 3.15$^{circ}$. Multiple ultra-flat bands emerge as the twist\u0000angle is reduced to 1.7$^{circ}$. Band unfolding reveals that the ultra-flat\u0000bands formed by the $Gamma$ and K valleys show distinct behaviors. The\u0000$Gamma$-valley flat bands are sensitive to the interlayer coupling, thus\u0000experiencing dramatic changes as the twist angle decreases. In contrast, the\u0000K-valley flat band, which shows a weak dependence on the interlayer coupling,\u0000is mainly modulated by the long wavelength moir'e potential. Therefore, a\u0000relatively small angle (2.13$^{circ}$) is required to generate the K-valley\u0000flat band, which experiences a transition from the honeycomb to the triangular\u0000lattice as the twist angle decreases.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142188158","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Threshold displacement energies in refractory high-entropy alloys 难熔高熵合金的阈值位移能
arXiv - PHYS - Materials Science Pub Date : 2024-09-12 DOI: arxiv-2409.08030
Jesper Byggmästar, Flyura Djurabekova, Kai Nordlund
{"title":"Threshold displacement energies in refractory high-entropy alloys","authors":"Jesper Byggmästar, Flyura Djurabekova, Kai Nordlund","doi":"arxiv-2409.08030","DOIUrl":"https://doi.org/arxiv-2409.08030","url":null,"abstract":"Refractory high-entropy alloys show promising resistance to irradiation, yet\u0000little is known about the fundamental nature of radiation-induced defect\u0000formation. Here, we simulate threshold displacement energies in equiatomic\u0000MoNbTaVW using an accurate machine-learned interatomic potential, covering the\u0000full angular space of crystal directions. The effects of local chemical\u0000ordering is assessed by comparing results in randomly ordered and\u0000short-range-ordered MoNbTaVW. The average threshold displacement energy in the\u0000random alloy is $44.3 pm 0.15$ eV and slightly higher, $48.6 pm 0.15$ eV, in\u0000the short-range-ordered alloy. Both are significantly lower than in any of the\u0000constituent pure metals. We identify the mechanisms of defect creation and find\u0000that they are mainly dependent on the masses of the recoiling and colliding\u0000elements. Low thresholds are generally found when heavy atoms (W, Ta) displace\u0000and replace the lightest atoms (V). The average threshold energies when\u0000separated by recoiling element are consequently ordered inversely according to\u0000their mass, opposite to the trend in the pure metals where W has by far the\u0000highest thresholds. However, the trend in the alloy is reversed when\u0000considering the cross sections for defect formation in electron irradiation,\u0000due to the mass-dependent recoil energies from the electrons.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142188157","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effect of local distortions on magnetic and magnetoelectric properties of paramagnetic Pr3Ga5SiO14 langasite 局部畸变对顺磁性 Pr3Ga5SiO14 长岩的磁性和磁电特性的影响
arXiv - PHYS - Materials Science Pub Date : 2024-09-12 DOI: arxiv-2409.07897
A. Tikhanovskii, V. Yu. Ivanov, A. Kuzmenko, E. Constable, A. Pimenov, A. Mukhin
{"title":"The effect of local distortions on magnetic and magnetoelectric properties of paramagnetic Pr3Ga5SiO14 langasite","authors":"A. Tikhanovskii, V. Yu. Ivanov, A. Kuzmenko, E. Constable, A. Pimenov, A. Mukhin","doi":"arxiv-2409.07897","DOIUrl":"https://doi.org/arxiv-2409.07897","url":null,"abstract":"Magnetic field-induced electric polarization has been observed in trigonal\u0000non-centrosymmetric paramagnetic Pr3Ga5SiO14 langasite. We detected quadratic\u0000electric polarization along the a-axis in the basal ab plane for various\u0000magnetic-field orientations. Electric polarization along the c-axis is only\u0000evident starting from the fourth power of magnetic field, in accordance with\u0000the trigonal symmetry. The magnetic properties of Pr3Ga5SiO14 primarily stem\u0000from the local anisotropic magnetic moment of the two lowest Pr3+ singlets\u0000(quasi-doublet) in the crystal electric field. The random distribution of Ga/Si\u0000in the 2d positions leads to a local distortion of C2 symmetry and to a\u0000splitting distribution of the quasi-doublet. By considering the interactions of\u0000local moments among different Pr3+ positions within a phenomenological approach\u0000for the allowed magnetoelectric coupling, we derive the electric polarization\u0000in terms of symmetry-allowed combinations of local magnetic susceptibilities\u0000and field components. The magnetic field dependence of electric polarization in\u0000the basal plane, P_{a,b*}, is mainly determined by the accumulation of\u0000effective local susceptibilities, exhibiting similar behavior in low fields,\u0000while polarization along the c-axis, P_c, arises from the non-equivalence of\u0000local effective magnetic susceptibilities in different Pr3+ positions. Our\u0000findings suggest that the temperature dependencies of magnetic and\u0000magnetoelectric susceptibilities are highly sensitive to the distribution of\u0000the quasi-doublet splitting, which reflects the local symmetry breaking.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142188160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structural and electronic transformations in TiO2 induced by electric current 电流诱导的二氧化钛结构和电子变化
arXiv - PHYS - Materials Science Pub Date : 2024-09-12 DOI: arxiv-2409.08223
Tyler C. Sterlinga, Feng Ye, Seohyeon Jo, Anish Parulekar, Yu Zhang, Gang Cao, Rishi Raj, Dmitry Reznik
{"title":"Structural and electronic transformations in TiO2 induced by electric current","authors":"Tyler C. Sterlinga, Feng Ye, Seohyeon Jo, Anish Parulekar, Yu Zhang, Gang Cao, Rishi Raj, Dmitry Reznik","doi":"arxiv-2409.08223","DOIUrl":"https://doi.org/arxiv-2409.08223","url":null,"abstract":"In-situ diffuse neutron scattering experiments revealed that when electric\u0000current is passed through single crystals of rutile TiO2 under conditions\u0000conducive to flash sintering, it induces the formation of parallel planes of\u0000oxygen vacancies. Specifically, a current perpendicular to the c-axis generates\u0000planes normal to the (132) reciprocal lattice vector, whereas currents aligned\u0000with the c-axis form planes normal to the (132) and to the (225) vector. The\u0000concentration of defects increases with incresing current. The structural\u0000modifications are linked to the appearance of signatures of interacting Ti3+\u0000moments in magnetic susceptibility, signifying a structural collapse around the\u0000vacancy planes. Electrical conductivity measurements of the modified material\u0000reveal several electronic transitions between semiconducting states (via a\u0000metal-like intermediate state) with the smallest gap being 27 meV. Pristine\u0000TiO2 can be restored by heating followed by slow cooling in air. Our work\u0000suggests a novel paradigm for achieving switching of electrical conductivity\u0000related to the flash phenomenon","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142188154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Magnetic hardness of hexagonal and orthorhombic Fe$_{3}$C, Co$_{3}$C, (Fe-Co)$_{3}$C, and their alloys with boron, nitrogen, and transition metals: A first-principles study 六方和正方Fe$_{3}$C、Co$_{3}$C、(Fe-Co)$_{3}$C及其与硼、氮和过渡金属合金的磁硬性:第一原理研究
arXiv - PHYS - Materials Science Pub Date : 2024-09-11 DOI: arxiv-2409.07058
Justyn Snarski-Adamski, Mirosław Werwiński, Justyna Rychły-Gruszecka
{"title":"Magnetic hardness of hexagonal and orthorhombic Fe$_{3}$C, Co$_{3}$C, (Fe-Co)$_{3}$C, and their alloys with boron, nitrogen, and transition metals: A first-principles study","authors":"Justyn Snarski-Adamski, Mirosław Werwiński, Justyna Rychły-Gruszecka","doi":"arxiv-2409.07058","DOIUrl":"https://doi.org/arxiv-2409.07058","url":null,"abstract":"In this study, we considered a large set of materials that are closely\u0000related to orthorhombic Fe$_3$C (cementite) with the aim of characterizing\u0000trends in their intrinsic magnetic properties and identifying alloys that are\u0000optimal for applications. A comprehensive analysis was conducted on the full\u0000concentration ranges of hexagonal ($epsilon$) and orthorhombic ($theta$)\u0000phases of (Fe-Co)$_3$C, (Fe-Co)$_3$(B-C), (Fe-Co)$_3$(C-N), and their alloys\u0000with 3$d$, 4$d$ and 5$d$ transition metals. The calculations were performed\u0000using the density functional theory implemented in the full-potential\u0000local-orbital code (FPLO). Calculated properties included formation energies,\u0000Curie temperatures, magnetic moments, magnetocrystalline anisotropy energies\u0000(MAE), and magnetic hardnesses. The considered compositions exhibit a range of\u0000magnetic properties, including soft, semi-hard, and hard magnetic. The\u0000materials most promising for hard-magnetic applications are orthorhombic\u0000Co$_3$C compound, together with selected Co-rich orthorhombic (Fe,Co)$_3$C and\u0000hexagonal (Fe,Co)$_3$C alloys. The calculation results do not indicate that\u0000substituting with transition metals increases the potential of the alloys for\u0000permanent magnet applications. A significant drawback of alloying orthorhombic\u0000$theta$-Fe$_3$C (cementite) with transition metals is the notable decline in\u0000the Curie temperature. We found that a considerable proportion of the\u0000orthorhombic Co$_3$(B-C-N) alloys are magnetically hard, of which boron\u0000substitution raises the Curie temperature and improves stability. By mapping\u0000the dependence of MAE on the concentration of elements covering both the 3$d$\u0000(from Fe to Co) and 2$p$ (from B, through C, to N) positions, we have\u0000demonstrated for the first time the near isoelectronic nature of MAE. The\u0000latter observation may be particularly useful in designing compositions of new\u0000magnetically hard materials.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187916","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Boltzmann statistical approach for the analysis of polarization states in mixed phase ferroelectric materials 分析混合相铁电材料极化态的玻尔兹曼统计方法
arXiv - PHYS - Materials Science Pub Date : 2024-09-11 DOI: arxiv-2409.07177
Abhijit Pramanick, Laurent Daniel
{"title":"A Boltzmann statistical approach for the analysis of polarization states in mixed phase ferroelectric materials","authors":"Abhijit Pramanick, Laurent Daniel","doi":"arxiv-2409.07177","DOIUrl":"https://doi.org/arxiv-2409.07177","url":null,"abstract":"Ferroelectrics are widely used for a broad array of technological\u0000applications due to their attractive electrical and electromechanical\u0000properties. In order to obtain large functional properties, material\u0000compositions are often designed to favor a coexistence of multiple\u0000ferroelectric phases. For such compositions, the macroscopically observed\u0000enhanced properties are variously attributed to easier domain switching and/or\u0000phase transition. Nevertheless, modelling of concurrent domain switching and\u0000phase transition in mixed phase ferroelectrics remains a challenging task.\u0000Here, a methodology is presented to quantitatively evaluate the volume\u0000fractions of different domain variants in a mixed phase ferroelectric under\u0000complex electromechanical loading. The methodology combines the phenomenology\u0000of Landau free energy of ferroelectric phases with Boltzmann statistical\u0000analysis, and is presented for Pb(Zr,Ti)O3 near morphotropic phase boundary\u0000(MPB). It is shown that specific grain orientation has a significant effect on\u0000how proximity to phase boundary affects microscopic phenomena, and consequently\u0000functional responses.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187915","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Topological and Magnetic Properties of a Non-collinear Spin State on a Honeycomb Lattice in a Magnetic Field 蜂巢晶格上的非共轭自旋态在磁场中的拓扑和磁学特性
arXiv - PHYS - Materials Science Pub Date : 2024-09-11 DOI: arxiv-2409.07319
Randy S. Fishman, Daniel M. Pajerowski
{"title":"Topological and Magnetic Properties of a Non-collinear Spin State on a Honeycomb Lattice in a Magnetic Field","authors":"Randy S. Fishman, Daniel M. Pajerowski","doi":"arxiv-2409.07319","DOIUrl":"https://doi.org/arxiv-2409.07319","url":null,"abstract":"We study the Berry curvature and Chern number of a non-collinear spin state\u0000on a honeycomb lattice that evolves from coplanar to ferromagnetic with a\u0000magnetic field applied along the $z$ axis. The coplanar state is stabilized by\u0000nearest-neighbor ferromagnetic interactions, single-ion anisotropy along $z$,\u0000and Dzyalloshinskii-Moriya interactions between next-nearest neighbor sites.\u0000Below the critical field $H_c$ that aligns the spins, the magnetic unit cell\u0000contains $M=6$ sites and the spin dynamics contains six magnon subbands.\u0000Although the classical energy is degenerate wrt the twist angle $phi $ between\u0000nearest-neighbor spins, the dependence of the free energy on $phi $ at low\u0000temperatures is dominated by the magnon zero-point energy, which contains\u0000extremum at $phi =pi l/3$ for integer $l$. The only unique ground states\u0000GS($phi )$ have $l=0$ or 1. For $H < H_c'$, the zero-point energy has minima\u0000at even $l$ and the ground state is GS(0). For $H_c' < H < H_c$, the zero-point\u0000energy has minima at odd $l$ and the ground state is GS($pi/3$). In GS(0), the\u0000magnon density-of-states exhibits five distinct phases with increasing field\u0000associated with the opening and closing of energy gaps between the two or three\u0000magnonic bands, each containing between 1 and 4 four magnon subbands. While the\u0000Berry curvature vanishes for the coplanar $phi=0$ phase in zero field, the\u0000Berry curvature and Chern numbers exhibit signatures of the five phases at\u0000nonzero fields below $H_c'$. If $phi ne pi l/3$, the Chern numbers of the\u0000two or three magnonic bands are non-integer. We also evaluate the inelastic\u0000neutron-scattering spectrum $S(vk ,omega )$ produced by the six magnon\u0000subbands in all five phases of GS(0) and in GS($pi/3$).","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187914","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combining Brillouin spectroscopy and machine learned interatomic potentials to probe mechanical properties of metal organic frameworks 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
arXiv - PHYS - Materials Science Pub Date : 2024-09-11 DOI: arxiv-2409.07039
Florian P. Lindner, Nina Strasser, Martin Schultze, Sandro Wieser, Christian Slugovc, Kareem Elsayad, Kristie J. Koski, Egbert Zojer, Caterina Czibula
{"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":"https://doi.org/arxiv-2409.07039","url":null,"abstract":"The mechanical properties of metal-organic frameworks (MOFs) are of high\u0000fundamental and also practical relevance. A particularly intriguing technique\u0000for determining anisotropic elastic tensors is Brillouin scattering, which so\u0000far has rarely been used for highly complex materials like MOFs. In the present\u0000contribution, we apply this technique to study a newly synthesized MOF-type\u0000material, referred to as GUT2. We show that when combining the experiments with\u0000state-of-the-art simulations of elastic properties and phonon bands (based on\u0000machine-learned force fields and dispersion-corrected density-functional\u0000theory). This provides a comprehensive understanding of the experimental\u0000signals, which are correlated with the longitudinal and transverse sound\u0000velocities. Moreover, even when dealing with comparably small single crystals,\u0000which limit the range of accessible experimental data, combining the insights\u0000from simulations and experiments allows the determination of approximate values\u0000for the components of the elastic tensor of the studied material.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142187917","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rapid Assessment of Stable Crystal Structures in Single Phase High Entropy Alloys Via Graph Neural Network Based Surrogate Modelling 通过基于图神经网络的代用模型快速评估单相高熵合金中的稳定晶体结构
arXiv - PHYS - Materials Science Pub Date : 2024-09-11 DOI: arxiv-2409.07664
Nicholas Beaver, Aniruddha Dive, Marina Wong, Keita Shimanuki, Ananya Patil, Anthony Ferrell, Mohsen B. Kivy
{"title":"Rapid Assessment of Stable Crystal Structures in Single Phase High Entropy Alloys Via Graph Neural Network Based Surrogate Modelling","authors":"Nicholas Beaver, Aniruddha Dive, Marina Wong, Keita Shimanuki, Ananya Patil, Anthony Ferrell, Mohsen B. Kivy","doi":"arxiv-2409.07664","DOIUrl":"https://doi.org/arxiv-2409.07664","url":null,"abstract":"In an effort to develop a rapid, reliable, and cost-effective method for\u0000predicting the structure of single-phase high entropy alloys, a Graph Neural\u0000Network (ALIGNN-FF) based approach was introduced. This method was successfully\u0000tested on 132 different high entropy alloys, and the results were analyzed and\u0000compared with density functional theory and valence electron concentration\u0000calculations. Additionally, the effects of various factors, including lattice\u0000parameters and the number of supercells with unique atomic configurations, on\u0000the prediction accuracy were investigated. The ALIGNN-FF based approach was\u0000subsequently used to predict the structure of a novel cobalt-free 3d high\u0000entropy alloy, and the result was experimentally verified.","PeriodicalId":501234,"journal":{"name":"arXiv - PHYS - Materials Science","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
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×
相关产品
×
本文献相关产品
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