The future of self-driving laboratories: from human in the loop interactive AI to gamification

H Hysmith, E Foadian, SP Padhy, SV Kalinin… - Digital …, 2024 - pubs.rsc.org
Recent developments in artificial intelligence (AI) and machine learning (ML), implemented
through self-driving laboratories (SDLs), are rapidly creating unprecedented opportunities …

[HTML][HTML] Experimentally validated inverse design of multi-property Fe-Co-Ni alloys

SP Padhy, V Chaudhary, YF Lim, R Zhu, M Thway… - Iscience, 2024 - cell.com
This study presents a machine learning (ML) framework aimed at accelerating the discovery
of multi-property optimized Fe-Ni-Co alloys, addressing the time-consuming, expensive, and …

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

SP Padhy, LP Tan, VB Varma, V Chaudhary… - Journal of Materials …, 2023 - Elsevier
High-throughput (HT) chemical synthesis facilitates accelerated materials discovery
products. However, HT methods are limited by the need for expensive robotic systems …

Accelerated property evaluation of Ni–Co materials libraries produced by multiple processing techniques

LP Tan, SP Padhy, Z Tsakadze, V Chaudhary… - Journal of Materials …, 2022 - Elsevier
Ternary iron-cobalt-nickel (Fe–Co–Ni) alloys have many structural and magnetic industrial
applications. The counterpart binary Ni–Co alloys, which are used in energy systems, have …

[HTML][HTML] Accelerated discovery of multi-property optimized Fe–Cu alloys

X Xu, LP Tan, KP Davidson, SP Padhy… - Journal of Materials …, 2024 - Elsevier
The next generation of rotating electrical machines requires materials with an optimized
combination of magnetic, electrical and mechanical properties. High-throughput …

Origin of negative anisotropic magnetoresistance effect in single-crystal thin films upon Ir addition

R Toyama, S Kokado, K Masuda, Z Li… - Physical Review …, 2023 - APS
The anisotropic magnetoresistance (AMR) effect is one of the fundamental spin-dependent
transport phenomena in ferromagnets and has been the subject of numerous experimental …

Accelerated multi-property discovery of promising Fe-Si-Al magnetic alloys

Z Tsakadze, LP Tan, KP Davidson, S Gorsse… - Materialia, 2024 - Elsevier
Fe-Si binary alloys are one of the most widely used magnetic materials, while some ternary
Fe-Si-Al alloys also have excellent magnetic properties and high electrical resistivity …

Robustness of machine learning predictions for Fe-Co-Ni alloys prepared by various synthesis methods

SP Padhy, SR Mishra, LP Tan, KP Davidson, X Xu… - iScience, 2025 - cell.com
Develo** high-performance alloys is essential for applications in advanced
electromagnetic energy conversion devices. In this study, we assess Fe-Co-Ni alloy …

Ultrasound-Assisted Electrodeposition of Fe-Ni-Co Ternary Alloy Film: Microstructure, Corrosion Resistance, and Soft Magnetic Property

Y Yu, Y Li, Y Zhong, M Wang, Z Guo - JOM, 2024 - Springer
Abstract Fe-Ni-Co alloy films demonstrate outstanding soft magnetic properties and are
widely used as magnetic materials. The ultrasonic-assisted electrodeposition method is …

Growth rate and substrate temperature dependent magnetic and magneto-microstructural properties of sputtered Fe-Co-Al thin films

NP Poddar, JA Chelvane, MM Raja - Journal of Magnetism and Magnetic …, 2023 - Elsevier
This work reports the effect of growth rate and substrate temperature on the structural,
magnetic and magneto-microstructural properties of Fe-Co-Al alloy thin films. 75 nm thick Fe …