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Yamamoto A, Yamanaka A, Iida K, Shimada Y, Hata S. Integrating machine learning with advanced processing and characterization for polycrystalline materials: a methodology review and application to iron-based superconductors. SCIENCE AND TECHNOLOGY OF ADVANCED MATERIALS 2024; 26:2436347. [PMID: 39845724 PMCID: PMC11753020 DOI: 10.1080/14686996.2024.2436347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Revised: 11/22/2024] [Accepted: 11/26/2024] [Indexed: 01/24/2025]
Abstract
In this review, we present a new set of machine learning-based materials research methodologies for polycrystalline materials developed through the Core Research for Evolutionary Science and Technology project of the Japan Science and Technology Agency. We focus on the constituents of polycrystalline materials (i.e. grains, grain boundaries [GBs], and microstructures) and summarize their various aspects (experimental synthesis, artificial single GBs, multiscale experimental data acquisition via electron microscopy, formation process modeling, property description modeling, 3D reconstruction, and data-driven design methods). Specifically, we discuss a mechanochemical process involving high-energy milling, in situ observation of microstructural formation using 3D scanning transmission electron microscopy, phase-field modeling coupled with Bayesian data assimilation, nano-orientation analysis via scanning precession electron diffraction, semantic segmentation using neural network models, and the Bayesian-optimization-based process design using BOXVIA software. As a proof of concept, a researcher- and data-driven process design methodology is applied to a polycrystalline iron-based superconductor to evaluate its bulk magnet properties. Finally, future challenges and prospects for data-driven material development and iron-based superconductors are discussed.
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Affiliation(s)
- Akiyasu Yamamoto
- Department of Applied Physics, Tokyo University of Agriculture and Technology, Tokyo, Japan
- JST-CREST, Saitama, Japan
| | - Akinori Yamanaka
- JST-CREST, Saitama, Japan
- Department of Mechanical System Engineering, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Kazumasa Iida
- JST-CREST, Saitama, Japan
- College of Industrial Technology, Nihon University, Chiba, Japan
| | - Yusuke Shimada
- JST-CREST, Saitama, Japan
- Department of Advanced Materials Science and Engineering, Kyushu University, Fukuoka, Japan
| | - Satoshi Hata
- JST-CREST, Saitama, Japan
- Department of Advanced Materials Science and Engineering, Kyushu University, Fukuoka, Japan
- The Ultramicroscopy Research Center, Kyushu University, Fukuoka, Japan
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Superconducting- and Graphene-Based Devices. NANOMATERIALS 2022; 12:nano12122055. [PMID: 35745392 PMCID: PMC9229232 DOI: 10.3390/nano12122055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 06/10/2022] [Indexed: 12/10/2022]
Abstract
This Special Issue has been organized to collect new or improved ideas regarding the exploitation of superconducting materials, as well as graphene, aiming to develop innovative devices [...].
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Electrical conduction and noise spectroscopy of sodium-alginate gold-covered ultrathin films for flexible green electronics. Sci Rep 2022; 12:9861. [PMID: 35701600 PMCID: PMC9198047 DOI: 10.1038/s41598-022-14030-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 05/18/2022] [Indexed: 12/15/2022] Open
Abstract
Green electronics is an emerging topic that requires the exploration of new methodologies for the integration of green components into electronic devices. Therefore, the development of alternative and eco-friendly raw materials, biocompatible and biodegradable, is of great importance. Among these, sodium-alginate is a natural biopolymer extracted from marine algae having a great potential in terms of transparency, flexibility, and conductivity, when functionalized with a thin gold (Au) layer. The electrical transport of these flexible and conducting substrates has been studied, by DC measurements, from 300 to 10 K, to understand the interplay between the organic substrate and the metallic layer. The results were compared to reference bilayers based on polymethyl-methacrylate, a well-known polymer used in electronics. In addition, a detailed investigation of the electric noise properties was also performed. This analysis allows to study the effect of charge carriers fluctuations, providing important information to quantify the minimum metallic thickness required for electronic applications. In particular, the typical noise behavior of metallic compounds was observed in samples covered with 5 nm of Au, while noise levels related to a non-metallic conduction were found for a thickness of 4.5 nm, despite of the relatively good DC conductance of the bilayer.
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Pressure-Induced Superconductivity in Iron-Based Spin-Ladder Compound BaFe 2+δ(S 1-xSe x) 3. MATERIALS 2022; 15:ma15041401. [PMID: 35207941 PMCID: PMC8876994 DOI: 10.3390/ma15041401] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 02/10/2022] [Accepted: 02/12/2022] [Indexed: 12/02/2022]
Abstract
The iron-based superconductors had a significant impact on condensed matter physics. They have a common structural motif of a two-dimensional square iron lattice and exhibit fruitful physical properties as a strongly correlated electron system. During the extensive investigations, quasi-one-dimensional iron-based spin-ladder compounds attracted much attention as a platform for studying the interplay between magnetic and orbital ordering. In these compounds, BaFe2S3 and BaFe2Se3 were found to exhibit superconductivity under high pressure, having a different crystal and magnetic structure at low temperature. We report a brief review of the iron-based spin-ladder compound and recent studies for BaFe2+δ(S1−xSex)3. BaFe2(S0.75 Se0.25)3 is in the vicinity of the boundary of two different magnetic phases and it is intriguing to perform high pressure experiments for studying superconductivity, since effects of large magnetic fluctuations on superconductivity are expected. The effect of iron stoichiometry on the interplay between magnetism and superconductivity is also studied by changing the iron concentration in BaFe2+δSe3.
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Barone C, Cirillo C, Carapella G, Granata V, Santoro D, Attanasio C, Pagano S. Effect of the substrate on the electrical transport and fluctuation processes in NbRe and NbReN ultrathin films for superconducting electronics applications. Sci Rep 2022; 12:1573. [PMID: 35091643 PMCID: PMC8799732 DOI: 10.1038/s41598-022-05511-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 01/07/2022] [Indexed: 11/30/2022] Open
Abstract
NbRe-based superconducting thin films recently received relevant interest in the field of low-temperature electronics. However, for these materials the electrical conduction mechanisms, in particular in the normal state, still need to be investigated in more detail. Here, NbRe and NbReN films of different thicknesses have been deposited on two different substrates, namely monocrystalline Si and [Formula: see text] buffered Si. The films were characterized by DC electrical transport measurements. Moreover, a connection with the charge carriers fluctuation processes has been made by analyzing the electrical noise generated in the normal state region. Despite the films morphology seems not to be affected by the substrate used, a lower noise level has been found for the ones grown on [Formula: see text], in particular for NbReN. From this study it emerges that both NbRe and NbReN ultrathin films are of very good quality, as far as the low-temperature electrical noise and conduction are concerned, with noise levels competitive with NbN. These results may further support the proposal of using these materials in a nanowire form in the field of superconducting electronics.
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Affiliation(s)
- C Barone
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy.
- CNR-SPIN, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy.
- INFN Gruppo Collegato di Salerno, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy.
| | - C Cirillo
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- CNR-SPIN, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
| | - G Carapella
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- CNR-SPIN, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- INFN Gruppo Collegato di Salerno, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
| | - V Granata
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- CNR-SPIN, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
| | - D Santoro
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
| | - C Attanasio
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- CNR-SPIN, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- INFN Gruppo Collegato di Salerno, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
| | - S Pagano
- Dipartimento di Fisica "E.R. Caianiello", Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- CNR-SPIN, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
- INFN Gruppo Collegato di Salerno, c/o Università degli Studi di Salerno, 84084, Fisciano, Salerno, Italy
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Electric Transport in Gold-Covered Sodium-Alginate Free-Standing Foils. NANOMATERIALS 2021; 11:nano11030565. [PMID: 33668347 PMCID: PMC7996263 DOI: 10.3390/nano11030565] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 02/20/2021] [Accepted: 02/21/2021] [Indexed: 11/16/2022]
Abstract
The electric transport properties of flexible and transparent conducting bilayers, realized by sputtering ultrathin gold nanometric layers on sodium-alginate free-standing films, were studied. The reported results cover a range of temperatures from 3 to 300 K. In the case of gold layer thicknesses larger than 5 nm, a typical metallic behavior was observed. Conversely, for a gold thickness of 4.5 nm, an unusual resistance temperature dependence was found. The dominant transport mechanism below 70 K was identified as a fluctuation-induced tunneling process. This indicates that the conductive region is not continuous but is formed by gold clusters embedded in the polymeric matrix. Above 70 K, instead, the data can be interpreted using a phenomenological model, which assumes an anomalous expansion of the conductive region upon decreasing the temperature, in the range from 300 to 200 K. The approach herein adopted, complemented with other characterizations, can provide useful information for the development of innovative and green optoelectronics.
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Di Trolio A, Amore Bonapasta A, Barone C, Leo A, Carapella G, Pagano S, Polimeni A, Testa AM. Transport mechanisms in Co-doped ZnO (ZCO) and H-irradiated ZCO polycrystalline thin films. Phys Chem Chem Phys 2021; 23:2368-2376. [PMID: 33449979 DOI: 10.1039/d0cp06401g] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
In the present study, the electrical resistivity (ρ) as a function of the temperature (T) has been measured in polycrystalline ZnO, Co-doped ZnO (ZCO) and H irradiated ZCO (HZCO) samples, in the 300-20 K range. The achieved results show impressive effects of Co doping and H irradiation on the ZnO transport properties. The Co dopant increases the ZnO resistivity at high T (HT), whereas it has an opposite effect at low T (LT). H balances the Co effects by neutralizing the ρ increase at HT and strengthening its decrease at LT. A careful analysis of the ρ data permits to identify two different thermally activated processes as those governing the charge transport in the three materials at HT and LT, respectively. The occurrence of such processes has been fully explained in terms of a previously proposed model based on an acceptor impurity band, induced by the formation of Co-oxygen vacancy complexes, as well as known effects produced by H on the ZnO properties. The same analysis shows that both Co and H reduce the effects of grain boundaries on the transport processes. The high conductivity of HZCO in the whole T-range and its low noise level resulting from electric noise spectroscopy make this material a very interesting one for technological applications.
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Affiliation(s)
- A Di Trolio
- CNR-Istituto di Struttura della Materia, U.O.S. di Tor Vergata, Via del fosso del cavaliere 100, 00133 Roma, Italy.
| | - A Amore Bonapasta
- CNR-Istituto di Struttura della Materia, Via Salaria Km. 29,300, 00015 Monterotondo St., Roma, Italy
| | - C Barone
- Dipartimento di Fisica "E.R. Caianiello", Università di Salerno, Via Giovanni Paolo II 132, 84084 Fisciano (SA), Italy.,CNR-SPIN, c/o Università degli Studi di Salerno, 84084 Fisciano (SA), Italy
| | - A Leo
- Dipartimento di Fisica "E.R. Caianiello", Università di Salerno, Via Giovanni Paolo II 132, 84084 Fisciano (SA), Italy
| | - G Carapella
- Dipartimento di Fisica "E.R. Caianiello", Università di Salerno, Via Giovanni Paolo II 132, 84084 Fisciano (SA), Italy
| | - S Pagano
- Dipartimento di Fisica "E.R. Caianiello", Università di Salerno, Via Giovanni Paolo II 132, 84084 Fisciano (SA), Italy.,CNR-SPIN, c/o Università degli Studi di Salerno, 84084 Fisciano (SA), Italy
| | - A Polimeni
- Dipartimento di Fisica, Sapienza Università di Roma, P.le A. Moro 2, 00185 Roma, Italy
| | - A M Testa
- CNR-Istituto di Struttura della Materia, Via Salaria Km. 29,300, 00015 Monterotondo St., Roma, Italy
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Abstract
Electric noise spectroscopy is a non-destructive and a very sensitive method for studying the dynamic behaviors of the charge carriers and the kinetic processes in several condensed matter systems, with no limitation on operating temperatures. This technique has been extensively used to investigate several perovskite compounds, manganese oxides (La1−xSrxMnO3, La0.7Ba0.3MnO3, and Pr0.7Ca0.3MnO3), and a double perovskite (Sr2FeMoO6), whose properties have recently attracted great attention. In this work are reported the results from a detailed electrical transport and noise characterizations for each of the above cited materials, and they are interpreted in terms of specific physical models, evidencing peculiar properties, such as quantum interference effects and charge density waves.
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