MRS Meetings and Events

 

DS01.07.03 2023 MRS Fall Meeting

Demonstration of Iron-Based Superconducting Magnet through Complemental Researcher- & Bayesian-Driven Process Design and Twinning Network Graph Analysis

When and Where

Nov 29, 2023
2:15pm - 2:30pm

Sheraton, Third Floor, Fairfax B

Presenter

Co-Author(s)

Akiyasu Yamamoto1,2,Shota Ishiwata1,Shinjiro Kikuchi1,Yuta Hasegawa1,Shinnosuke Tokuta1,2,Akimitsu Ishii3,2,Akinori Yamanaka1,2,Yusuke Shimada4,2,Zimeng Guo5,2,Satoshi Hata5,2,Takuto Kojima6,2,Kentaro Kutsukake7,2,Hiroaki Kudo6,2,Noritaka Usami6,2

Tokyo University of Agriculture and Technology1,JST-CREST2,NIMS3,Tohoku University4,Kyushu University5,Nagoya University6,RIKEN7

Abstract

Akiyasu Yamamoto1,2,Shota Ishiwata1,Shinjiro Kikuchi1,Yuta Hasegawa1,Shinnosuke Tokuta1,2,Akimitsu Ishii3,2,Akinori Yamanaka1,2,Yusuke Shimada4,2,Zimeng Guo5,2,Satoshi Hata5,2,Takuto Kojima6,2,Kentaro Kutsukake7,2,Hiroaki Kudo6,2,Noritaka Usami6,2

Tokyo University of Agriculture and Technology1,JST-CREST2,NIMS3,Tohoku University4,Kyushu University5,Nagoya University6,RIKEN7
122 phase iron-based high temperature superconductors show high upper critical field with small electromagnetic anisotropy<sup>1)</sup> and large critical grain boundary angle<sup>2)</sup>, and therefore is a promising material for applications in polycrystalline form. Foreseeing magnet applications, Weiss et al. have reported demonstration of trapped field of 1 T for K-doped BaFe<sub>2</sub>As<sub>2</sub> (Ba122) polycrystalline bulks synthesized by hot isostatic pressing<sup>3)</sup>. In this study, K-doped Ba122 bulks were synthesized from mechanochemically synthesized precursor which was prepared by high-energy ball-milling of elemental metals with the molar ratios of Ba:K:Fe:As = 0.6:0.4:2:2 in a Ar glove box <sup>4), 5)</sup>. The precursor powder was then spark plasma sintered. Two approaches to optimizing the processing conditions were considered: optimization by researchers’ experience and intuition and by data driven process based on machine learning<sup>6)</sup>. Bayesian optimization was applied to find the best input parameters that maximize the target output property, critical current density (<i>J</i><sub>c</sub>) under magnetic field of 3 Tesla, on the experimentally available range of processing conditions with pre-optimization data by researchers using a software BOXVIA<sup>6)</sup>. High <i>J</i><sub>c</sub> value exceeding 10<sup>5</sup> A/cm<sup>2</sup> was developed by both experiments guided by researchers and Bayesian optimization process. Doubled trapped magnetic field exceeding the previous record by Weiss et al.<sup> 3)</sup> was measured. Detailed trapped magnetic field properties of Ba122 bulk magnets and the key microstructural features revealed by 3-dimensional multiscale analysis<sup>7)</sup>, precession electron diffraction (PED) nano-orientation STEM analysis and the twinning network graph analysis<sup>8)</sup> will be discussed.<br/><br/><b>Acknowledgement: </b><br/>This work was supported by JST CREST (JPMJCR18J4 & JPMJCR17J1).<br/><br/><b>References</b>:<br/>1) H. Hosono et al., Materials Today 21, 278 (2018).<br/>2) T. Katase et al., Nat. Commun. 2, 409 (2011); J. Durrell et al., Rep. Prog. Phys. 74, 124511 (2011).<br/>3) J. D. Weiss et al., Supercond. Sci. Technol. Letter 28, 112001 (2015).<br/>4) S. Tokuta and A. Yamamoto, APL Materials 7, 111107 (2019).<br/>5) S. Tokuta, Y. Shimada, and A. Yamamoto, iScience 25, 103992 (2022).<br/>6) A. Ishii et al., SoftwareX 18, 101019 (2022), J. Alloy Compd. 966, 2239133 (2023).<br/>7) Y. Shimada et al., SuST 32, 084003 (2019); J. Alloy Compd. 923, 166358 (2022).<br/>8) T. Kojima et al., 2021 MRS Fall Meeting & Exhibit, CH04.09.01 (2021).

Keywords

microstructure | reactive ball milling

Symposium Organizers

Milad Abolhasani, North Carolina State University
Keith Brown, Boston University
B. Reeja Jayan, Carnegie Mellon University
Xiaonan Wang, Tsinghua University

Publishing Alliance

MRS publishes with Springer Nature