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Horwath JP, Lin XM, He H, Zhang Q, Dufresne EM, Chu M, Sankaranarayanan SKRS, Chen W, Narayanan S, Cherukara MJ. AI-NERD: Elucidation of relaxation dynamics beyond equilibrium through AI-informed X-ray photon correlation spectroscopy. Nat Commun 2024; 15:5945. [PMID: 39009571 PMCID: PMC11251071 DOI: 10.1038/s41467-024-49381-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 06/04/2024] [Indexed: 07/17/2024] Open
Abstract
Understanding and interpreting dynamics of functional materials in situ is a grand challenge in physics and materials science due to the difficulty of experimentally probing materials at varied length and time scales. X-ray photon correlation spectroscopy (XPCS) is uniquely well-suited for characterizing materials dynamics over wide-ranging time scales. However, spatial and temporal heterogeneity in material behavior can make interpretation of experimental XPCS data difficult. In this work, we have developed an unsupervised deep learning (DL) framework for automated classification of relaxation dynamics from experimental data without requiring any prior physical knowledge of the system. We demonstrate how this method can be used to accelerate exploration of large datasets to identify samples of interest, and we apply this approach to directly correlate microscopic dynamics with macroscopic properties of a model system. Importantly, this DL framework is material and process agnostic, marking a concrete step towards autonomous materials discovery.
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Affiliation(s)
- James P Horwath
- Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA.
| | - Xiao-Min Lin
- Center for Nanoscale Materials, Argonne National Laboratory, Lemont, IL, USA
| | - Hongrui He
- Materials Science Division and Center for Molecular Engineering, Argonne National Laboratory, Lemont, IL, USA
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Qingteng Zhang
- Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA
| | - Eric M Dufresne
- Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA
| | - Miaoqi Chu
- Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA
| | - Subramanian K R S Sankaranarayanan
- Center for Nanoscale Materials, Argonne National Laboratory, Lemont, IL, USA
- Department of Mechanical and Industrial Engineering, University of Illinois, Chicago, IL, USA
| | - Wei Chen
- Materials Science Division and Center for Molecular Engineering, Argonne National Laboratory, Lemont, IL, USA
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Suresh Narayanan
- Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA.
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2
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Zhang Q, Wan G, Starchenko V, Hu G, Dufresne EM, Zhou H, Jeen H, Almazan IC, Dong Y, Liu H, Sandy AR, Sterbinsky GE, Lee HN, Ganesh P, Fong DD. Intermittent Defect Fluctuations in Oxide Heterostructures. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2305383. [PMID: 37578079 DOI: 10.1002/adma.202305383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 07/31/2023] [Indexed: 08/15/2023]
Abstract
The heterogeneous nature, local presence, and dynamic evolution of defects typically govern the ionic and electronic properties of a wide variety of functional materials. While the last 50 years have seen considerable efforts into development of new methods to identify the nature of defects in complex materials, such as the perovskite oxides, very little is known about defect dynamics and their influence on the functionality of a material. Here, the discovery of the intermittent behavior of point defects (oxygen vacancies) in oxide heterostructures employing X-ray photon correlation spectroscopy is reported. Local fluctuations between two ordered phases in strained SrCoOx with different degrees of stability of the oxygen vacancies are observed. Ab-initio-informed phase-field modeling reveals that fluctuations between the competing ordered phases are modulated by the oxygen ion/vacancy interaction energy and epitaxial strain. The results demonstrate how defect dynamics, evidenced by measurement and modeling of their temporal fluctuations, give rise to stochastic properties that now can be fully characterized using coherent X-rays, coupled for the first time to multiscale modeling in functional complex oxide heterostructures. The study and its findings open new avenues for engineering the dynamical response of functional materials used in neuromorphic and electrochemical applications.
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Affiliation(s)
- Qingteng Zhang
- X-Ray Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Gang Wan
- Material Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Vitalii Starchenko
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Guoxiang Hu
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Eric M Dufresne
- X-Ray Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Hua Zhou
- X-Ray Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Hyoungjeen Jeen
- Department of Physics, Pusan National University, Busan, 46241, South Korea
| | - Irene Calvo Almazan
- Material Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Yongqi Dong
- X-Ray Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Huajun Liu
- Material Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | - Alec R Sandy
- X-Ray Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
| | | | - Ho Nyung Lee
- Materials Science and Technology Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - P Ganesh
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Dillon D Fong
- Material Science Division, Argonne National Laboratory, Lemont, IL, 60439, USA
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3
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Zhang Q, Hu G, Starchenko V, Wan G, Dufresne EM, Dong Y, Liu H, Zhou H, Jeen H, Saritas K, Krogel JT, Reboredo FA, Lee HN, Sandy AR, Almazan IC, Ganesh P, Fong DD. Phase Transition Dynamics in a Complex Oxide Heterostructure. PHYSICAL REVIEW LETTERS 2022; 129:235701. [PMID: 36563221 DOI: 10.1103/physrevlett.129.235701] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 08/29/2022] [Accepted: 10/05/2022] [Indexed: 06/17/2023]
Abstract
Understanding the behavior of defects in the complex oxides is key to controlling myriad ionic and electronic properties in these multifunctional materials. The observation of defect dynamics, however, requires a unique probe-one sensitive to the configuration of defects as well as its time evolution. Here, we present measurements of oxygen vacancy ordering in epitaxial thin films of SrCoO_{x} and the brownmillerite-perovskite phase transition employing x-ray photon correlation spectroscopy. These and associated synchrotron measurements and theory calculations reveal the close interaction between the kinetics and the dynamics of the phase transition, showing how spatial and temporal fluctuations of heterointerface evolve during the transformation process. The energetics of the transition are correlated with the behavior of oxygen vacancies, and the dimensionality of the transformation is shown to depend strongly on whether the phase is undergoing oxidation or reduction. The experimental and theoretical methods described here are broadly applicable to in situ measurements of dynamic phase behavior and demonstrate how coherence may be employed for novel studies of the complex oxides as enabled by the arrival of fourth-generation hard x-ray coherent light sources.
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Affiliation(s)
- Qingteng Zhang
- X-Ray Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Guoxiang Hu
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
- Department of Chemistry and Biochemistry, Queens College, City University of New York, Queens, New York 11367, USA
| | - Vitalii Starchenko
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Gang Wan
- Material Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Eric M Dufresne
- X-Ray Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Yongqi Dong
- Material Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Huajun Liu
- Institute of Materials Research and Engineering, A*STAR, Singapore, 138634, Singapore
| | - Hua Zhou
- X-Ray Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Hyoungjeen Jeen
- Materials Science and Technology Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Kayahan Saritas
- Materials Science and Technology Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Jaron T Krogel
- Materials Science and Technology Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Fernando A Reboredo
- Materials Science and Technology Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Ho Nyung Lee
- Materials Science and Technology Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Alec R Sandy
- X-Ray Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Irene Calvo Almazan
- Material Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
| | - Panchapakesan Ganesh
- Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
| | - Dillon D Fong
- Material Science Division, Argonne National Laboratory, Lemont, Illinois 60439, USA
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Rolle K, Schilling T, Westermeier F, Das S, Breu J, Fytas G. Large T g Shift in Hybrid Bragg Stacks through Interfacial Slowdown. Macromolecules 2021; 54:2551-2560. [PMID: 33814616 PMCID: PMC8016143 DOI: 10.1021/acs.macromol.0c02818] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 02/06/2021] [Indexed: 11/29/2022]
Abstract
Studies of glass transition under confinement frequently employ supported polymer thin films, which are known to exhibit different transition temperature T g close to and far from the interface. Various techniques can selectively probe interfaces, however, often at the expense of sample designs very specific to a single experiment. Here, we show how to translate results on confined thin film T g to a "nacre-mimetic" clay/polymer Bragg stack, where periodicity allows to limit and tune the number of polymer layers to either one or two. Exceptional lattice coherence multiplies signal manifold, allowing for interface studies with both standard T g and broadband dynamic measurements. For the monolayer, we not only observe a dramatic increase in T g (∼ 100 K) but also use X-ray photon correlation spectroscopy (XPCS) to probe platelet dynamics, originating from interfacial slowdown. This is confirmed from the bilayer, which comprises both "bulk-like" and clay/polymer interface contributions, as manifested in two distinct T g processes. Because the platelet dynamics of monolayers and bilayers are similar, while the segmental dynamics of the latter are found to be much faster, we conclude that XPCS is sensitive to the clay/polymer interface. Thus, large T g shifts can be engineered and studied once lattice spacing approaches interfacial layer dimensions.
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Affiliation(s)
- Konrad Rolle
- Max-Planck-Institute
of Polymer Research, Ackermannweg 10, Mainz 55128, Germany
| | - Theresa Schilling
- Department
of Chemistry and Bavarian Polymer Institute, University of Bayreuth, Universitätsstr. 30, Bayreuth 95440, Germany
| | - Fabian Westermeier
- Deutsches
Elektronen Synchrotron DESY, Notkestr. 85, Hamburg D-22607, Germany
| | - Sudatta Das
- Max-Planck-Institute
of Polymer Research, Ackermannweg 10, Mainz 55128, Germany
| | - Josef Breu
- Department
of Chemistry and Bavarian Polymer Institute, University of Bayreuth, Universitätsstr. 30, Bayreuth 95440, Germany
| | - George Fytas
- Max-Planck-Institute
of Polymer Research, Ackermannweg 10, Mainz 55128, Germany
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Jia Y, Luo F, Hao X, Meng Q, Dou W, Zhang L, Wu J, Zhai S, Zhou M. Intrinsic Valley Polarization and High-Temperature Ferroelectricity in Two-Dimensional Orthorhombic Lead Oxide. ACS APPLIED MATERIALS & INTERFACES 2021; 13:6480-6488. [PMID: 33507081 DOI: 10.1021/acsami.0c17878] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Recent years have witnessed a surge of research in two-dimensional (2D) ferroelectric structures that may circumvent the depolarization effect in conventional perovskite oxide films. Herein, by first-principles calculations, we predict that an orthorhombic phase of lead(II) oxide, PbO, serves as a promising candidate for 2D ferroelectrics with good stability. With a semiconducting nature, 2D ferroelectric PbO exhibits intrinsic valley polarization, which leads to robust ferroelectricity with an in-plane spontaneous polarization of 2.4 × 10-10 C/m and a Curie temperature of 455 K. Remarkably, we reveal that the ferroelectricity is strain-tunable, and ferroelasticity coexists in the PbO film, implying the realization of 2D multiferroics. The underlying physical mechanism is generally applicable and can be extended to other oxide films such as ferroelectric SnO and GeO, thus paving an avenue for future design and fabrication of functional ultrathin devices that are compatible with Si-based technology.
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Affiliation(s)
- Yizhen Jia
- School of Physics, Beihang University, Beijing 100191, China
| | - Fangxue Luo
- School of Physics, Beihang University, Beijing 100191, China
| | - Xiamin Hao
- School of Physics, Beihang University, Beijing 100191, China
| | - Qingling Meng
- School of Physics, Beihang University, Beijing 100191, China
| | - Wenzhen Dou
- School of Physics, Beihang University, Beijing 100191, China
| | - Ling Zhang
- School of Physics, Beihang University, Beijing 100191, China
| | - Jinge Wu
- School of Physics, Beihang University, Beijing 100191, China
| | - Shuwei Zhai
- School of Physics, Beihang University, Beijing 100191, China
| | - Miao Zhou
- School of Physics, Beihang University, Beijing 100191, China
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Bennett D, Muñoz Basagoiti M, Artacho E. Electrostatics and domains in ferroelectric superlattices. ROYAL SOCIETY OPEN SCIENCE 2020; 7:201270. [PMID: 33391805 PMCID: PMC7735331 DOI: 10.1098/rsos.201270] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 10/14/2020] [Indexed: 06/10/2023]
Abstract
The electrostatics arising in ferroelectric/dielectric two-dimensional heterostructures and superlattices is revisited within a Kittel model in order to define and complete a clear paradigmatic reference for domain formation. The screening of the depolarizing field in isolated ferroelectric or polar thin films via the formation of 180° domains is well understood, where the width of the domains w grows as the square-root of the film thickness d, following Kittel's Law for thick enough films (w ≪ d). For thinner films, a minimum is reached for w before diverging to a monodomain. Although this behaviour is known to be qualitatively unaltered when the dielectric environment of the film is modified, we consider the quantitative changes in that behaviour induced on the ferroelectric film by different dielectric settings: as deposited on a dielectric substrate, sandwiched between dielectrics, and in a superlattice of alternating ferroelectric/dielectric films. The model assumes infinitely thin domain walls, and therefore is not expected to be reliable for film thickness in the nanometre scale. The polarization field P(r) does vary in space, deviating from ±P S , following the depolarizing field in linear response, but the model does not include a polarization-gradient term as would appear in a Ginzburg-Landau free energy. The model is, however, worth characterizing, both as paradigmatic reference, and as applicable to not-so-thin films. The correct renormalization of parameters is obtained for the thick-film square-root behaviour in the mentioned settings, and the sub-Kittel regime is fully characterized. New results are presented alongside well-known ones for a comprehensive description. Among the former, a natural separation between strong and weak ferroelectric coupling in superlattices is found, which depends exclusively on the dielectric anisotropy of the ferroelectric layer.
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Affiliation(s)
- Daniel Bennett
- Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, J J Thomson Avenue, Cambridge CB3 0HE, UK
| | - Maitane Muñoz Basagoiti
- Faculty of Science and Technology, University of the Basque Country, Barrio Sarriena 48940 Leioa, Spain
- Gulliver Lab UMR 7083, ESPCI PSL Research University, 75005 Paris, France
- CIC Nanogune and DIPC, Tolosa Hiribidea 76, 20018 San Sebastian, Spain
| | - Emilio Artacho
- Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, J J Thomson Avenue, Cambridge CB3 0HE, UK
- CIC Nanogune and DIPC, Tolosa Hiribidea 76, 20018 San Sebastian, Spain
- Ikerbasque, Basque Foundation for Science, 48011 Bilbao, Spain
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X-Ray Photon Correlation Spectroscopy with Coherent Nanobeams: A Numerical Study. CRYSTALS 2020. [DOI: 10.3390/cryst10090766] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
X-ray photon correlation spectroscopy accesses a wide variety of dynamic phenomena at the nanoscale by studying the temporal correlations among photons that are scattered by a material in dynamical equilibrium when it is illuminated with a coherent X-ray beam. The information that is obtained is averaged over the illuminated area, which is generally of the order of several square microns. We propose here that more local information can be obtained by using nanobeams with great potential for the study of heterogeneous systems and show the feasibility of this approach with the support of numerical simulations.
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