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Ji Z, Hu M, Xin HL. MnEdgeNet for accurate decomposition of mixed oxidation states for Mn XAS and EELS L2,3 edges without reference and calibration. Sci Rep 2023; 13:14132. [PMID: 37644034 PMCID: PMC10465522 DOI: 10.1038/s41598-023-40616-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 08/14/2023] [Indexed: 08/31/2023] Open
Abstract
Accurate decomposition of the mixed Mn oxidation states is highly important for characterizing the electronic structures, charge transfer and redox centers for electronic, and electrocatalytic and energy storage materials that contain Mn. Electron energy loss spectroscopy (EELS) and soft X-ray absorption spectroscopy (XAS) measurements of the Mn L2,3 edges are widely used for this purpose. To date, although the measurements of the Mn L2,3 edges are straightforward given the sample is prepared properly, an accurate decomposition of the mix valence states of Mn remains non-trivial. For both EELS and XAS, 2+, 3+, and 4+ reference spectra need to be taken on the same instrument/beamline and preferably in the same experimental session because the instrumental resolution and the energy axis offset could vary from one session to another. To circumvent this hurdle, in this study, we adopted a deep learning approach and developed a calibration-free and reference-free method to decompose the oxidation state of Mn L2,3 edges for both EELS and XAS. A deep learning regression model is trained to accurately predict the composition of the mix valence state of Mn. To synthesize physics-informed and ground-truth labeled training datasets, we created a forward model that takes into account plural scattering, instrumentation broadening, noise, and energy axis offset. With that, we created a 1.2 million-spectrum database with 1-by-3 oxidation state composition ground truth vectors. The library includes a sufficient variety of data including both EELS and XAS spectra. By training on this large database, our convolutional neural network achieves 85% accuracy on the validation dataset. We tested the model and found it is robust against noise (down to PSNR of 10) and plural scattering (up to t/λ = 1). We further validated the model against spectral data that were not used in training. In particular, the model shows high accuracy and high sensitivity for the decomposition of Mn3O4, MnO, Mn2O3, and MnO2. The accurate decomposition of Mn3O4 experimental data shows the model is quantitatively correct and can be deployed for real experimental data. Our model will not only be a valuable tool to researchers and material scientists but also can assist experienced electron microscopists and synchrotron scientists in the automated analysis of Mn L edge data.
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Affiliation(s)
- Zhengran Ji
- Department of Physics and Astronomy, University of California, Irvine, Irvine, CA, 92697, USA
| | - Mike Hu
- Department of Physics and Astronomy, University of California, Irvine, Irvine, CA, 92697, USA
| | - Huolin L Xin
- Department of Physics and Astronomy, University of California, Irvine, Irvine, CA, 92697, USA.
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Rath M, Mezhoud M, El Khaloufi O, Lebedev O, Cardin J, Labbé C, Gourbilleau F, Polewczyk V, Vinai G, Torelli P, Fouchet A, David A, Prellier W, Lüders U. Artificial Aging of Thin Films of the Indium-Free Transparent Conducting Oxide SrVO 3. ACS APPLIED MATERIALS & INTERFACES 2023; 15:20240-20251. [PMID: 37067020 DOI: 10.1021/acsami.3c02421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
SrVO3 (SVO) is a prospective candidate to replace the conventional indium tin oxide (ITO) among the new generation of transparent conducting oxide (TCO) materials. In this study, the structural, electrical, and optical properties of SVO thin films, both epitaxial and polycrystalline, are determined during and after heat treatments in the 150-250 °C range and under ambient environment in order to explore the chemical stability of this material. The use of these relatively low temperatures speeds up the natural aging of the films and allows following the evolution of their related properties. The combination of techniques rather sensitive to the film surface and of techniques sampling the film volume will emphasize the presence of a surface oxidation evolving in time at low annealing temperatures, whereas the perovskite phase is destroyed throughout the film for treatments above 200 °C. The present study is designed to understand the thermal degradation and long-term stability issues of vanadate-based TCOs and to identify technologically viable solutions for the application of this group as new TCOs.
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Affiliation(s)
- Martando Rath
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Moussa Mezhoud
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Oualyd El Khaloufi
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Oleg Lebedev
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Julien Cardin
- CIMAP, CNRS, ENSICAEN, UNICAEN, Normandie Univ, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Christophe Labbé
- CIMAP, CNRS, ENSICAEN, UNICAEN, Normandie Univ, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Fabrice Gourbilleau
- CIMAP, CNRS, ENSICAEN, UNICAEN, Normandie Univ, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Vincent Polewczyk
- Istituto Officina dei Materiali (IOM)-CNR, Laboratorio TASC, Area Science Park, S.S.14, km 163.5, I-34149 Trieste, Italy
| | - Giovanni Vinai
- Istituto Officina dei Materiali (IOM)-CNR, Laboratorio TASC, Area Science Park, S.S.14, km 163.5, I-34149 Trieste, Italy
| | - Piero Torelli
- Istituto Officina dei Materiali (IOM)-CNR, Laboratorio TASC, Area Science Park, S.S.14, km 163.5, I-34149 Trieste, Italy
| | - Arnaud Fouchet
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Adrian David
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Wilfrid Prellier
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
| | - Ulrike Lüders
- Normandie Univ, ENSICAEN, UNICAEN, CNRS, CRISMAT, 6, boulevard du Maréchal Juin, F-14050 Caen, France
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Zhang H, Zhou H, Deng Z, Luo L, Ong SP, Wang C, Xin H, Whittingham MS, Zhou G. Oxygen-Loss-Induced Structural Degradation in ε-LiVOPO 4. ACS APPLIED MATERIALS & INTERFACES 2023; 15:963-972. [PMID: 36537553 DOI: 10.1021/acsami.2c16896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
The ε-LiVOPO4 cathode for Li-ion batteries has attracted wide attention with its multivalent electronic states and improved discharge capacity of over 300 mAh/g. Oxygen loss stands as a potential cause for structural degradations of the ε-LiVOPO4 cathode and its derivatives but has been barely studied. Through in situ environmental transmission electron microscopy, we probe lattice oxygen loss and the associated structural degradations by spatially and temporally resolving the atomic-scale structural dynamics and phase transformation pathways in ε-LiVOPO4. We demonstrate that the mild oxygen loss at 400 °C induces a topotactic phase transformation of ε-LiVOPO4 → α-Li3V2(PO4)3 in the particle surface via a nucleation and growth mechanism, leading to the formation of a core-shell configuration. The phase transformation can be reversed by switching to an oxidizing environment, in which the α-Li3V2(PO4)3 is reoxidized to ε-LiVOPO4. By contrast, oxygen loss at higher temperatures of 500 and 600 °C results in a high concentration of oxygen vacancies that subsequently induces irreversible structural damages including lattice amorphization and formation of nanocavities. This work illustrates the fundamental mechanisms governing the structural failure of oxide cathodes and underlines possible strategies to overcome such issues by exploiting environmental constraints.
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Affiliation(s)
- Hanlei Zhang
- Materials Science and Engineering Program & Department of Mechanical Engineering, State University of New York, Binghamton, New York13902, United States
- NorthEast Center for Chemical Energy Storage, State University of New York, Binghamton, New York13902, United States
- Advanced Materials Characterization Laboratory, Materials Research Center, Missouri University of Science and Technology, Rolla, Missouri65409, United States
| | - Hui Zhou
- NorthEast Center for Chemical Energy Storage, State University of New York, Binghamton, New York13902, United States
| | - Zhi Deng
- Department of NanoEngineering, University of California San Diego, La Jolla, California92093, United States
| | - Langli Luo
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington99352, United States
| | - Shyue Ping Ong
- Department of NanoEngineering, University of California San Diego, La Jolla, California92093, United States
| | - Chongmin Wang
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington99352, United States
| | - Huolin Xin
- Center for Functional Nanomaterials, Brookhaven National Laboratory, Upton, New York11973, United States
| | - M Stanley Whittingham
- NorthEast Center for Chemical Energy Storage, State University of New York, Binghamton, New York13902, United States
| | - Guangwen Zhou
- Materials Science and Engineering Program & Department of Mechanical Engineering, State University of New York, Binghamton, New York13902, United States
- NorthEast Center for Chemical Energy Storage, State University of New York, Binghamton, New York13902, United States
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Baur C, Chable J, Klein F, Chakravadhanula VSK, Fichtner M. Reversible Delithiation of Disordered Rock Salt LiVO2. ChemElectroChem 2018. [DOI: 10.1002/celc.201800189] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Christian Baur
- Helmholtz Institute Ulm; Helmholtzstraße 11 89081 Ulm Germany
| | - Johann Chable
- Helmholtz Institute Ulm; Helmholtzstraße 11 89081 Ulm Germany
| | - Franziska Klein
- Helmholtz Institute Ulm; Helmholtzstraße 11 89081 Ulm Germany
| | | | - Maximilian Fichtner
- Helmholtz Institute Ulm; Helmholtzstraße 11 89081 Ulm Germany
- Institute of Nanotechnology; Karlsruhe Institute of Technology; P.O. Box 3640 76021 Karlsruhe Germany
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Rotella H, Pautrat A, Copie O, Boullay P, David A, Mercey B, Morales M, Prellier W. Kondo effect goes anisotropic in vanadate oxide superlattices. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2015; 27:435601. [PMID: 26444931 DOI: 10.1088/0953-8984/27/43/435601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
We study the transport properties in SrVO3/LaVO3 (SVO/LVO) superlattices deposited on SrTiO3 (STO) substrates. We show that the electronic conduction occurs in the metallic LVO layers with a galvanomagnetism typical of a 2D Fermi surface. In addition, a Kondo-like component appears in both the thermal variation of resistivity and the magnetoresistance. Surprisingly, in this system where the STO interface does not contribute to the measured conduction, the Kondo correction is strongly anisotropic. We show that the growth temperature allows a direct control of this contribution. Finally, the key role of vanadium mixed valency stabilized by oxygen vacancies is enlightened.
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Affiliation(s)
- H Rotella
- Laboratoire CRISMAT, CNRS UMR 6508, ENSICAEN et Université de Caen, 6 Bd Maréchal Juin, 14050 Caen Cedex 4, France
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Zhang HT, Zhang L, Mukherjee D, Zheng YX, Haislmaier RC, Alem N, Engel-Herbert R. Wafer-scale growth of VO2 thin films using a combinatorial approach. Nat Commun 2015; 6:8475. [PMID: 26450653 PMCID: PMC4633718 DOI: 10.1038/ncomms9475] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2015] [Accepted: 08/25/2015] [Indexed: 11/09/2022] Open
Abstract
Transition metal oxides offer functional properties beyond conventional semiconductors. Bridging the gap between the fundamental research frontier in oxide electronics and their realization in commercial devices demands a wafer-scale growth approach for high-quality transition metal oxide thin films. Such a method requires excellent control over the transition metal valence state to avoid performance deterioration, which has been proved challenging. Here we present a scalable growth approach that enables a precise valence state control. By creating an oxygen activity gradient across the wafer, a continuous valence state library is established to directly identify the optimal growth condition. Single-crystalline VO2 thin films have been grown on wafer scale, exhibiting more than four orders of magnitude change in resistivity across the metal-to-insulator transition. It is demonstrated that ‘electronic grade' transition metal oxide films can be realized on a large scale using a combinatorial growth approach, which can be extended to other multivalent oxide systems. Precise valence state control to avoid performance deterioration in transition metal oxide films has proved challenging. Here, the authors establish a combinatorial approach to create a valence state library of VO2, allowing for the growth of wafer size VO2 thin films.
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Affiliation(s)
- Hai-Tian Zhang
- Department of Materials Science and Engineering and Materials Research Institute, Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Lei Zhang
- Department of Materials Science and Engineering and Materials Research Institute, Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Debangshu Mukherjee
- Department of Materials Science and Engineering and Materials Research Institute, Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Yuan-Xia Zheng
- Department of Physics, Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Ryan C Haislmaier
- Department of Materials Science and Engineering and Materials Research Institute, Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Nasim Alem
- Department of Materials Science and Engineering and Materials Research Institute, Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Roman Engel-Herbert
- Department of Materials Science and Engineering and Materials Research Institute, Pennsylvania State University, University Park, Pennsylvania 16802, USA
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Quackenbush NF, Tashman JW, Mundy JA, Sallis S, Paik H, Misra R, Moyer JA, Guo JH, Fischer DA, Woicik JC, Muller DA, Schlom DG, Piper LFJ. Nature of the metal insulator transition in ultrathin epitaxial vanadium dioxide. NANO LETTERS 2013; 13:4857-4861. [PMID: 24000961 DOI: 10.1021/nl402716d] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
We have combined hard X-ray photoelectron spectroscopy with angular dependent O K-edge and V L-edge X-ray absorption spectroscopy to study the electronic structure of metallic and insulating end point phases in 4.1 nm thick (14 units cells along the c-axis of VO2) films on TiO2(001) substrates, each displaying an abrupt MIT centered at ~300 K with width <20 K and a resistance change of ΔR/R > 10(3). The dimensions, quality of the films, and stoichiometry were confirmed by a combination of scanning transmission electron microscopy with electron energy loss spectroscopy, X-ray spectroscopy, and resistivity measurements. The measured end point phases agree with their bulk counterparts. This clearly shows that, apart from the strain induced change in transition temperature, the underlying mechanism of the MIT for technologically relevant dimensions must be the same as the bulk for this orientation.
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Affiliation(s)
- N F Quackenbush
- Department of Physics, Applied Physics and Astronomy, Binghamton University , Binghamton, New York 13902, United States
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Tan H, Verbeeck J, Abakumov A, Van Tendeloo G. Oxidation state and chemical shift investigation in transition metal oxides by EELS. Ultramicroscopy 2012. [DOI: 10.1016/j.ultramic.2012.03.002] [Citation(s) in RCA: 365] [Impact Index Per Article: 30.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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9
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Tan H, Turner S, Yücelen E, Verbeeck J, Van Tendeloo G. 2D atomic mapping of oxidation states in transition metal oxides by scanning transmission electron microscopy and electron energy-loss spectroscopy. PHYSICAL REVIEW LETTERS 2011; 107:107602. [PMID: 21981530 DOI: 10.1103/physrevlett.107.107602] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2011] [Revised: 07/27/2011] [Indexed: 05/31/2023]
Abstract
Using a combination of high-angle annular dark-field scanning transmission electron microscopy and atomically resolved electron energy-loss spectroscopy in an aberration-corrected transmission electron microscope we demonstrate the possibility of 2D atom by atom valence mapping in the mixed valence compound Mn3O4. The Mn L(2,3) energy-loss near-edge structures from Mn2+ and Mn3+ cation sites are similar to those of MnO and Mn2O3 references. Comparison with simulations shows that even though a local interpretation is valid here, intermixing of the inelastic signal plays a significant role. This type of experiment should be applicable to challenging topics in materials science, such as the investigation of charge ordering or single atom column oxidation states in, e.g., dislocations.
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Affiliation(s)
- Haiyan Tan
- EMAT, University of Antwerp, Groenenborgerlaan 171, B-2020 Antwerpen, Belgium.
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Chakhalian J, Freeland JW, Habermeier HU, Cristiani G, Khaliullin G, van Veenendaal M, Keimer B. Orbital Reconstruction and Covalent Bonding at an Oxide Interface. Science 2007; 318:1114-7. [DOI: 10.1126/science.1149338] [Citation(s) in RCA: 388] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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