Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering

High-throughput (HT) chemical synthesis facilitates accelerated materials discovery products. However, HT methods are limited by the need for expensive robotic systems, complicated methodology, and low yield. Hence, we developed a hyper-heuristic combinatorial flow synthesis (HCFS) device capable of...

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Main Authors: Padhy, Shakti P., Tan, Li Ping, Varma, Vijaykumar B., Chaudhary, V., Tsakadze, Zviad, Ramanujan, Raju V
Other Authors: School of Materials Science and Engineering
Format: Article
Language:English
Published: 2024
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Online Access:https://hdl.handle.net/10356/173025
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spelling sg-ntu-dr.10356-1730252024-01-12T15:47:40Z Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering Padhy, Shakti P. Tan, Li Ping Varma, Vijaykumar B. Chaudhary, V. Tsakadze, Zviad Ramanujan, Raju V School of Materials Science and Engineering Nanyang Environment and Water Research Institute Residues and Resource Reclamation Centre Engineering::Materials Combinatorial Flow Synthesis Multiple Property Assessment High-throughput (HT) chemical synthesis facilitates accelerated materials discovery products. However, HT methods are limited by the need for expensive robotic systems, complicated methodology, and low yield. Hence, we developed a hyper-heuristic combinatorial flow synthesis (HCFS) device capable of composition gradient generation and production of an adequate mass of Fe–Co–Ni alloy nanoparticles. A library of 91 Fe–Co–Ni powder compositions was synthesized using this technique. A high-throughput spark plasma sintering (HT-SPS) methodology, along with the die design, was developed for combinatorial screening of multiple properties. 56 compositions were down-selected and consolidated into compositionally graded bulk samples using HT-SPS and subsequent annealing. The crystallographic, magnetic, electrical, and magnetic properties of the bulk library were assessed. The saturation magnetization (Ms) varied from 83.3 emu/g to 225.2 emu/g, coercivity (Hc) from 17.5 Oe to 78.4 Oe, resistivity (ρ) from 17.2 μΩ·cm to 986.7 μΩ·cm, and Vickers hardness (HV) from 41.9 HV to 281.7 HV. Novel Fe–Co–Ni compositions, e.g., Fe36.5Co55.1Ni8.4 and Fe22.6Co73.4Ni4, with a promising multi-property set, were identified for the first time. This study demonstrated that promising new compositions exhibiting multi-property optimization can be successfully discovered by our hyper-heuristic combinatorial chemical synthesis methodology. Agency for Science, Technology and Research (A*STAR) Published version This work is supported by the AME Programmatic Fund by the Agency for Science, Technology and Research, Singapore under Grant No. A1898b0043 and Production Area of Advance (AoA) at Chalmers University of Technology. 2024-01-09T07:51:19Z 2024-01-09T07:51:19Z 2023 Journal Article Padhy, S. P., Tan, L. P., Varma, V. B., Chaudhary, V., Tsakadze, Z. & Ramanujan, R. V. (2023). Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering. Journal of Materials Research and Technology, 27, 2976-2988. https://dx.doi.org/10.1016/j.jmrt.2023.10.124 2238-7854 https://hdl.handle.net/10356/173025 10.1016/j.jmrt.2023.10.124 2-s2.0-85174892379 27 2976 2988 en A1898b0043 Journal of Materials Research and Technology © 2023 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Materials
Combinatorial Flow Synthesis
Multiple Property Assessment
spellingShingle Engineering::Materials
Combinatorial Flow Synthesis
Multiple Property Assessment
Padhy, Shakti P.
Tan, Li Ping
Varma, Vijaykumar B.
Chaudhary, V.
Tsakadze, Zviad
Ramanujan, Raju V
Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
description High-throughput (HT) chemical synthesis facilitates accelerated materials discovery products. However, HT methods are limited by the need for expensive robotic systems, complicated methodology, and low yield. Hence, we developed a hyper-heuristic combinatorial flow synthesis (HCFS) device capable of composition gradient generation and production of an adequate mass of Fe–Co–Ni alloy nanoparticles. A library of 91 Fe–Co–Ni powder compositions was synthesized using this technique. A high-throughput spark plasma sintering (HT-SPS) methodology, along with the die design, was developed for combinatorial screening of multiple properties. 56 compositions were down-selected and consolidated into compositionally graded bulk samples using HT-SPS and subsequent annealing. The crystallographic, magnetic, electrical, and magnetic properties of the bulk library were assessed. The saturation magnetization (Ms) varied from 83.3 emu/g to 225.2 emu/g, coercivity (Hc) from 17.5 Oe to 78.4 Oe, resistivity (ρ) from 17.2 μΩ·cm to 986.7 μΩ·cm, and Vickers hardness (HV) from 41.9 HV to 281.7 HV. Novel Fe–Co–Ni compositions, e.g., Fe36.5Co55.1Ni8.4 and Fe22.6Co73.4Ni4, with a promising multi-property set, were identified for the first time. This study demonstrated that promising new compositions exhibiting multi-property optimization can be successfully discovered by our hyper-heuristic combinatorial chemical synthesis methodology.
author2 School of Materials Science and Engineering
author_facet School of Materials Science and Engineering
Padhy, Shakti P.
Tan, Li Ping
Varma, Vijaykumar B.
Chaudhary, V.
Tsakadze, Zviad
Ramanujan, Raju V
format Article
author Padhy, Shakti P.
Tan, Li Ping
Varma, Vijaykumar B.
Chaudhary, V.
Tsakadze, Zviad
Ramanujan, Raju V
author_sort Padhy, Shakti P.
title Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
title_short Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
title_full Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
title_fullStr Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
title_full_unstemmed Accelerated multi-property screening of Fe–Co–Ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
title_sort accelerated multi-property screening of fe–co–ni alloy libraries by hyper-heuristic combinatorial flow synthesis and high-throughput spark plasma sintering
publishDate 2024
url https://hdl.handle.net/10356/173025
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