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Jin T, Park I, Park T, Park J, Shim JH. Accelerated crystal structure prediction of multi-elements random alloy using expandable features. Sci Rep 2021; 11:5194. [PMID: 33664341 PMCID: PMC7933338 DOI: 10.1038/s41598-021-84544-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 02/09/2021] [Indexed: 01/31/2023] Open
Abstract
Properties of solid-state materials depend on their crystal structures. In solid solution high entropy alloy (HEA), its mechanical properties such as strength and ductility depend on its phase. Therefore, the crystal structure prediction should be preceded to find new functional materials. Recently, the machine learning-based approach has been successfully applied to the prediction of structural phases. However, since about 80% of the data set is used as a training set in machine learning, it is well known that it requires vast cost for preparing a dataset of multi-element alloy as training. In this work, we develop an efficient approach to predicting the multi-element alloys' structural phases without preparing a large scale of the training dataset. We demonstrate that our method trained from binary alloy dataset can be applied to the multi-element alloys' crystal structure prediction by designing a transformation module from raw features to expandable form. Surprisingly, without involving the multi-element alloys in the training process, we obtain an accuracy, 80.56% for the phase of the multi-element alloy and 84.20% accuracy for the phase of HEA. It is comparable with the previous machine learning results. Besides, our approach saves at least three orders of magnitude computational cost for HEA by employing expandable features. We suggest that this accelerated approach can be applied to predicting various structural properties of multi-elements alloys that do not exist in the current structural database.
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Affiliation(s)
- Taewon Jin
- Department of Chemistry, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea
- Department of Chemical and Biomolecular Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea
| | - Ina Park
- Department of Chemistry, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea
| | - Taesu Park
- Department of Chemistry, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea
| | - Jaesik Park
- Department of Computer Science and Engineering, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea.
- Graduate School of Artificial Intelligence, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea.
| | - Ji Hoon Shim
- Department of Chemistry, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea.
- Graduate School of Artificial Intelligence, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea.
- Department of Physics and Division of Advanced Materials Science, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea.
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Schoen MAW, Thonig D, Schneider ML, Silva TJ, Nembach HT, Eriksson O, Karis O, Shaw JM. Ultra-low magnetic damping of a metallic ferromagnet. NATURE PHYSICS 2016; 12:10.1038/nphys3770. [PMID: 39473566 PMCID: PMC11520347 DOI: 10.1038/nphys3770] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2015] [Accepted: 04/14/2016] [Indexed: 11/02/2024]
Abstract
Magnetic damping is of critical importance for devices that seek to exploit the electronic spin degree of freedom, as damping strongly affects the energy required and speed at which a device can operate. However, theory has struggled to quantitatively predict the damping, even in common ferromagnetic materials1-3. This presents a challenge for a broad range of applications in spintronics4 and spin-orbitronics that depend on materials and structures with ultra-low damping5,6. It is believed that achieving ultra-low damping in metallic ferromagnets is limited by the scattering of magnons by the conduction electrons. However, we report on a binary alloy of cobalt and iron that overcomes this obstacle and exhibits a damping parameter approaching 10-4, which is comparable to values reported only for ferrimagnetic insulators7,8. We explain this phenomenon by a unique feature of the band structure in this system: the density of states exhibits a sharp minimum at the Fermi level at the same alloy concentration at which the minimum in the magnetic damping is found. This discovery provides both a significant fundamental understanding of damping mechanisms and a test of the theoretical predictions proposed by Mankovsky and colleagues3.
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Affiliation(s)
- Martin A. W. Schoen
- Quantum Electromagnetics Division, National Institute of Standards and Technology, Boulder, Colorado 80305, USA
- Institute of Experimental and Applied Physics, University of Regensburg, 93053 Regensburg, Germany
| | - Danny Thonig
- Department of Physics and Astronomy, University Uppsala, S-75120 Uppsala, Sweden
| | - Michael L. Schneider
- Quantum Electromagnetics Division, National Institute of Standards and Technology, Boulder, Colorado 80305, USA
| | - T. J. Silva
- Quantum Electromagnetics Division, National Institute of Standards and Technology, Boulder, Colorado 80305, USA
| | - Hans T. Nembach
- Quantum Electromagnetics Division, National Institute of Standards and Technology, Boulder, Colorado 80305, USA
| | - Olle Eriksson
- Department of Physics and Astronomy, University Uppsala, S-75120 Uppsala, Sweden
| | - Olof Karis
- Department of Physics and Astronomy, University Uppsala, S-75120 Uppsala, Sweden
| | - Justin M. Shaw
- Quantum Electromagnetics Division, National Institute of Standards and Technology, Boulder, Colorado 80305, USA
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Böttcher D, Henk J. Magnetic properties of strained La2/3Sr1/3MnO3 perovskites from first principles. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2013; 25:136005. [PMID: 23470798 DOI: 10.1088/0953-8984/25/13/136005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
The critical temperature T(C) of ferromagnetic La(x)Sr(1-x)MnO3 (LSMO) can be controlled by distorting the crystal structure, as was reported by Thiele et al (2007 Phys. Rev. B 75 054408). To confirm these findings theoretically, we investigate the electronic as well as the magnetic ground state properties of La2/3Sr1/3MnO3 as a function of tetragonal lattice distortions, using a multiple-scattering Green function method. Within this approach, we calculate exchange coupling constants as well as the phase transition temperature from first principles. Comparing our findings with those for La2/3Sr1/3CoO3 (LSCO), we find that the decrease of T(C) is much stronger in LSMO than in LSCO. Our findings can be explained by the electronic structures and are also in accordance with the experiment. The computed decrease of TC with distortion is smaller than observed experimentally, a result that corroborates the importance of phonon contributions.
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Affiliation(s)
- D Böttcher
- Max-Planck-Institut für Mikrostrukturphysik, Halle (Saale), Germany.
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Wu MM, Wang Q, Sun Q, Jena P. Reaction-Induced Magnetic Transition in Mn2 Dimers. J Phys Chem A 2010; 115:549-55. [DOI: 10.1021/jp106198u] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Miao Miao Wu
- Department of Physics, Virginia Commonwealth University, Richmond, Virginia 23284, United States
- Department of Advanced Materials and Nanotechnology, and Center for Applied Physics and Technology, Peking University, Beijing 100871, China
| | - Qian Wang
- Department of Physics, Virginia Commonwealth University, Richmond, Virginia 23284, United States
| | - Qiang Sun
- Department of Physics, Virginia Commonwealth University, Richmond, Virginia 23284, United States
- Department of Advanced Materials and Nanotechnology, and Center for Applied Physics and Technology, Peking University, Beijing 100871, China
| | - Puru Jena
- Department of Physics, Virginia Commonwealth University, Richmond, Virginia 23284, United States
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Picozzi S, Freeman AJ. Polarization reduction in half-metallic Heusler alloys: the effect of point defects and interfaces with semiconductors. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2007; 19:315215. [PMID: 21694115 DOI: 10.1088/0953-8984/19/31/315215] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Half-metallic full-Heusler alloys represent a promising class of materials for spintronic applications. However, (i) intrinsic point defects in Heusler compounds can be detrimental with respect to their predicted 100% spin polarization at the Fermi level and (ii) when joined to mainstream semiconductors the presence of interface states-which destroys half-metallicity-can degrade their performance. Here, we present an overview of recent first-principles calculations performed to explore both these issues. In particular, we focus on ab initio FLAPW calculations performed for Co(2)MnGe and Co(2)MnSi in the presence of intrinsic defects (such as stoichiometric atomic swaps as well as non-stoichiometric antisites) and when interfaced with GaAs and Ge. Our findings show that Mn antisites, due to their low formation energies, can easily occur, in excellent consistency with experimental observations, and that they do not destroy half-metallicity. On the other hand, Co antisites, which also show a modest formation energy, give rise to defect states at the Fermi level. As for the [001]-ordered interfaces, we show that the strong hybridization in proximity to the junction gives rise to rather broad interface states that locally destroy half-metallicity. However, the bulk gaps (both in the minority spin channel for the Heusler alloy and for both spin channels in the semiconducting side) are fully recovered within a few layers away from the junction.
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Affiliation(s)
- Silvia Picozzi
- Consiglio Nazionale delle Ricerche-Istituto Nazionale di Fisica della Materia (CNR-INFM), CASTI Regional Laboratory, 67100 Coppito (L'Aquila), Italy
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Mavropoulos P, Galanakis I. A review of the electronic and magnetic properties of tetrahedrally bonded half-metallic ferromagnets. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2007; 19:315221. [PMID: 21694121 DOI: 10.1088/0953-8984/19/31/315221] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
The emergence of the field of spintronics has brought half-metallic ferromagnets to the centre of scientific research. A lot of interest was focused on newly created transition-metal pnictides (such as CrAs) and chalcogenides (such as CrTe) in the metastable zinc-blende lattice structure. These compounds were found to have the advantage of high Curie temperatures in addition to their structural similarity to semiconductors. Significant theoretical activity has been devoted to the study of the electronic and magnetic properties of these compounds in an effort to achieve a better control of their experimental behaviour in realistic applications. This paper is devoted to an overview of the studies of these compounds, with emphasis on theoretical results, covering their bulk properties (electronic structure, magnetism, stability of the zinc-blende phase, stability of ferromagnetism) as well as low-dimensional structures (surfaces, interfaces, nanodots and transition-metal delta-doped semiconductors) and phenomena that can possibly destroy the half-metallic property, like structural distortions or defects.
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Affiliation(s)
- Ph Mavropoulos
- Institut für Festkörperforschung, Forschungszentrum Jülich, D-52425 Jülich, Germany
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Das AK, Pampuch C, Ney A, Hesjedal T, Däweritz L, Koch R, Ploog KH. Ferromagnetism of MnAs studied by heteroepitaxial films on GaAs(001). PHYSICAL REVIEW LETTERS 2003; 91:087203. [PMID: 14525272 DOI: 10.1103/physrevlett.91.087203] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2003] [Indexed: 05/24/2023]
Abstract
Thin epitaxial films of MnAs--promising candidates for the spin injection into semiconductors--are well known to undergo simultaneously a first-order structural and magnetic phase transition at 10-40 degrees C. The evolution of stress and magnetization of MnAs/GaAs(001), both measured quantitatively with our cantilever beam magnetometer at the coexistence region of alpha-MnAs and beta-MnAs, reveal an orthorhombically distorted unit cell of the ferromagnetic phase, which provides important clues on the origin of ferromagnetism in MnAs.
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Affiliation(s)
- A K Das
- Paul-Drude-Institut für Festkörperelektronik, Hausvogteiplatz 5-7, D-10117 Berlin, Germany
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Philipsen PH, Baerends EJ. Cohesive energy of 3d transition metals: Density functional theory atomic and bulk calculations. PHYSICAL REVIEW. B, CONDENSED MATTER 1996; 54:5326-5333. [PMID: 9986490 DOI: 10.1103/physrevb.54.5326] [Citation(s) in RCA: 65] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Rojo JM, Hernando A, García-Escorial A, González MA, García-Martínez R, Ricciarelli L. Observation and characterization of ferromagnetic amorphous nickel. PHYSICAL REVIEW LETTERS 1996; 76:4833-4836. [PMID: 10061392 DOI: 10.1103/physrevlett.76.4833] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
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Fujihisa H, Takemura K. Stability and the equation of state of alpha -manganese under ultrahigh pressure. PHYSICAL REVIEW. B, CONDENSED MATTER 1995; 52:13257-13260. [PMID: 9980515 DOI: 10.1103/physrevb.52.13257] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Ahuja R, Auluck S, Söderlind P, Eriksson O, Wills JM, Johansson B. Fermi surface of noble metals: Full-potential generalized-gradient-approximation calculations. PHYSICAL REVIEW. B, CONDENSED MATTER 1994; 50:11183-11186. [PMID: 9975232 DOI: 10.1103/physrevb.50.11183] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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