Machine Learning‐Enabled Tomographic Imaging of Chemical Short‐Range Atomic Ordering (Adv. Mater. 44/2024)
Advanced Materials, vol. 36
Abstract
Machine Learning-Enhanced Atomic Ordering Tomography In article number 2407564, Yue Li, Yilun Gong, Zhangwei Wang, Baptiste Gault, and co-workers introduce a machine learning-enhanced atom probe tomography technique that surpasses existing technological limitations. This method provides a comprehensive 3D view for investigating chemical short-range ordering in CoCrNi alloys. The quantitative analysis links processing parameters with physical properties, facilitating the design of advanced materials through optimized atomic-scale architectures.
Authors 18
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Max-Planck-Institut für Nachhaltige Materialien
Affiliation as printed
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
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Max Planck Computing and Data Facility
Affiliation as printed
Max Planck Computing and Data Facility Gießenbachstraße 2 85748 Garching Germany
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University of Oxford · Max-Planck-Institut für Nachhaltige Materialien
Affiliation as printed
Department of Materials University of Oxford Parks Road Oxford OX1 3PH UK
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
Department of Materials, University of Oxford, Parks Road, Oxford, OX1 3PH UK
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Affiliation as printed
Institute of Physics (IA) RWTH Aachen University 52056 Aachen Germany
Institute of Physics (IA), RWTH Aachen University, 52056 Aachen, Germany
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Affiliation as printed
Institute of Physics (IA) RWTH Aachen University 52056 Aachen Germany
Institute of Physics (IA), RWTH Aachen University, 52056 Aachen, Germany
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École Polytechnique Fédérale de Lausanne
Affiliation as printed
Ecole Polytechnique Fédérale de Lausanne School of Engineering Rte Cantonale Lausanne 1015 Switzerland
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Affiliation as printed
Suzhou Laboratory No.388, Ruoshui Street, SIP Jiangsu 215123 China
Suzhou Laboratory, No.388, Ruoshui Street, SIP, Jiangsu, 215123 China
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Central South University · State Key Laboratory of Powder Metallurgy
Affiliation as printed
State Key Laboratory of Powder Metallurgy Central South University Changsha 410083 China
State Key Laboratory of Powder Metallurgy, Central South University, Changsha, 410083 China
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Max Planck Computing and Data Facility
Affiliation as printed
Max Planck Computing and Data Facility Gießenbachstraße 2 85748 Garching Germany
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Max Planck Computing and Data Facility
Affiliation as printed
Max Planck Computing and Data Facility Gießenbachstraße 2 85748 Garching Germany
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Max-Planck-Institut für Nachhaltige Materialien
Affiliation as printed
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
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Affiliation as printed
New York University New York NY 10012 USA
New York University, New York, NY, 10012 USA
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Affiliation as printed
Institute of Physics (IA) RWTH Aachen University 52056 Aachen Germany
Institute of Physics (IA), RWTH Aachen University, 52056 Aachen, Germany
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Max-Planck-Institut für Nachhaltige Materialien
Affiliation as printed
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
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Federal Institute For Materials Research and Testing · Max-Planck-Institut für Nachhaltige Materialien
Affiliation as printed
Materials Informatics BAM Federal Institute for Materials Research and Testing Richard‐Willstätter‐Str. 11 12489 Berlin Germany
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
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Max-Planck-Institut für Nachhaltige Materialien
Affiliation as printed
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
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Central South University · State Key Laboratory of Powder Metallurgy
Affiliation as printed
State Key Laboratory of Powder Metallurgy Central South University Changsha 410083 China
State Key Laboratory of Powder Metallurgy, Central South University, Changsha, 410083 China
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Max-Planck-Institut für Nachhaltige Materialien · Imperial College London
Affiliation as printed
Department of Materials Imperial College South Kensington London SW7 2AZ UK
Max‐Planck‐Institut für Eisenforschung GmbH Max‐Planck‐Straße 1 40237 Düsseldorf Germany
Department of Materials, Imperial College, South Kensington, London, SW7 2AZ UK
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