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Kalinin SV, Sumpter BG, Archibald RK. Big-deep-smart data in imaging for guiding materials design. NATURE MATERIALS 2015; 14:973-80. [PMID: 26395941 DOI: 10.1038/nmat4395] [Citation(s) in RCA: 65] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2015] [Accepted: 07/24/2015] [Indexed: 05/25/2023]
Abstract
Harnessing big data, deep data, and smart data from state-of-the-art imaging might accelerate the design and realization of advanced functional materials. Here we discuss new opportunities in materials design enabled by the availability of big data in imaging and data analytics approaches, including their limitations, in material systems of practical interest. We specifically focus on how these tools might help realize new discoveries in a timely manner. Such methodologies are particularly appropriate to explore in light of continued improvements in atomistic imaging, modelling and data analytics methods.
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Affiliation(s)
- Sergei V Kalinin
- Institute for Functional Imaging of Materials, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Bobby G Sumpter
- Institute for Functional Imaging of Materials, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
- Computer Science and Mathematics Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Richard K Archibald
- Institute for Functional Imaging of Materials, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
- Computer Science and Mathematics Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
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Mukhopadhyay NK, Yadav TP. Some Aspects of Stability and Nanophase Formation in Quasicrystals during Mechanical Milling. Isr J Chem 2011. [DOI: 10.1002/ijch.201100145] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Mandal P, Tiwari RS, Srivastava ON. Occurrence of a quasicrystalline phase in the Ti-Fe(Ni)-Si system. PHYSICAL REVIEW. B, CONDENSED MATTER 1993; 47:11774-11779. [PMID: 10005346 DOI: 10.1103/physrevb.47.11774] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Phillips JC. Structural stabilization, linear conductances, and pseudogaps in compartmentalized solids, liquids, and glasses. PHYSICAL REVIEW. B, CONDENSED MATTER 1993; 47:7747-7759. [PMID: 10004782 DOI: 10.1103/physrevb.47.7747] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Phillips JC. Structure and electronic pseudogaps of stable quasicrystals. PHYSICAL REVIEW. B, CONDENSED MATTER 1993; 47:2522-2529. [PMID: 10006304 DOI: 10.1103/physrevb.47.2522] [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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Yeh CY, Lu ZW, Froyen S, Zunger A. Zinc-blende-wurtzite polytypism in semiconductors. PHYSICAL REVIEW. B, CONDENSED MATTER 1992; 46:10086-10097. [PMID: 10002848 DOI: 10.1103/physrevb.46.10086] [Citation(s) in RCA: 359] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Yeh CY, Lu ZW, Froyen S, Zunger A. Predictions and systematizations of the zinc-blende-wurtzite structural energies in binary octet compounds. PHYSICAL REVIEW. B, CONDENSED MATTER 1992; 45:12130-12133. [PMID: 10001242 DOI: 10.1103/physrevb.45.12130] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Rabe KM, Phillips JC, Villars P, Brown ID. Global multinary structural chemistry of stable quasicrystals, high-TC ferroelectrics, and high-Tc superconductors. PHYSICAL REVIEW. B, CONDENSED MATTER 1992; 45:7650-7676. [PMID: 10000573 DOI: 10.1103/physrevb.45.7650] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Smith AP. Stable one-component quasicrystals. PHYSICAL REVIEW. B, CONDENSED MATTER 1991; 43:11635-11641. [PMID: 9996933 DOI: 10.1103/physrevb.43.11635] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Rabe KM, Kortan AR, Phillips JC, Villars P. Quantum diagrams and the prediction of new ternary quasicrystals. PHYSICAL REVIEW. B, CONDENSED MATTER 1991; 43:6280-6283. [PMID: 9998061 DOI: 10.1103/physrevb.43.6280] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Phillips JC, Rabe KM. Transport anomalies and internal structural models of stable quasicrystals. PHYSICAL REVIEW LETTERS 1991; 66:923-925. [PMID: 10043941 DOI: 10.1103/physrevlett.66.923] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
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Phillips JC. Further evidence for the coexistence of localized and extended states in atomically and electronically disordered solids. PHYSICAL REVIEW. B, CONDENSED MATTER 1990; 42:2825-2830. [PMID: 9995770 DOI: 10.1103/physrevb.42.2825] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Smith AP. Electrostatic energy of a one-component quasicrystal. PHYSICAL REVIEW. B, CONDENSED MATTER 1990; 42:1189-1199. [PMID: 9995525 DOI: 10.1103/physrevb.42.1189] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Synthesis and structural aspects of quasicrystals in Mg-Al-Ag system: Mg4Al6Ag. ACTA ACUST UNITED AC 1989. [DOI: 10.1007/bf02651647] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Narasimhan S, Jaric MV. Icosahedral quasiperiodic ground states? PHYSICAL REVIEW LETTERS 1989; 62:454-457. [PMID: 10040237 DOI: 10.1103/physrevlett.62.454] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
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Zhang SB, Cohen ML. Determination of AB crystal structures from atomic properties. PHYSICAL REVIEW. B, CONDENSED MATTER 1989; 39:1077-1080. [PMID: 9948288 DOI: 10.1103/physrevb.39.1077] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Tsai AP, Inoue A, Masumoto T. Icosahedral, Decagonal and Amorphous Phases in Al–Cu–M (M=Transition Metal) Systems. ACTA ACUST UNITED AC 1989. [DOI: 10.2320/matertrans1989.30.666] [Citation(s) in RCA: 49] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Affiliation(s)
- An-Pang Tsai
- Graduate Student, Materials Science and Engineering, Tohoku University
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Zhang SB, Cohen ML, Phillips JC. Determination of diatomic crystal bond lengths using atomic s-orbital radii. PHYSICAL REVIEW. B, CONDENSED MATTER 1988; 38:12085-12088. [PMID: 9946141 DOI: 10.1103/physrevb.38.12085] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
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Chen HS, Kortan AR, Parsey JM. Growth-induced phason strains in icosahedral quasicrystals of Al-Li-Cu. PHYSICAL REVIEW. B, CONDENSED MATTER 1988; 38:1654-1658. [PMID: 9946448 DOI: 10.1103/physrevb.38.1654] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Phillips JC. Quantum diagrams of transition-metal-metalloid defect structures. PHYSICAL REVIEW. B, CONDENSED MATTER 1988; 37:2483-2487. [PMID: 9944794 DOI: 10.1103/physrevb.37.2483] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
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Villars P, Phillips JC. Quantum structural diagrams and high-Tc superconductivity. PHYSICAL REVIEW. B, CONDENSED MATTER 1988; 37:2345-2348. [PMID: 9944771 DOI: 10.1103/physrevb.37.2345] [Citation(s) in RCA: 24] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
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Zhang SB, Cohen ML, Phillips JC. Relativistic screened orbital radii. PHYSICAL REVIEW. B, CONDENSED MATTER 1987; 36:5861-5867. [PMID: 9942263 DOI: 10.1103/physrevb.36.5861] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
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Sanyal MK, Sahni VC, Dey GK, Varshney L. Phase transitions in quasicrystalline Al6CuMg. PHYSICAL REVIEW. B, CONDENSED MATTER 1987; 36:2443-2445. [PMID: 9943125 DOI: 10.1103/physrevb.36.2443] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
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Chen HS, Phillips JC, Villars P, Kortan AR, Inoue A. New quasicrystals of alloys containing s, p,. PHYSICAL REVIEW. B, CONDENSED MATTER 1987; 35:9326-9329. [PMID: 9941345 DOI: 10.1103/physrevb.35.9326] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
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Redfield AC, Zangwill A. Energetics of icosahedral phase stability in metallic alloys. PHYSICAL REVIEW LETTERS 1987; 58:2322-2324. [PMID: 10034715 DOI: 10.1103/physrevlett.58.2322] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
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