About this Abstract |
Meeting |
2022 TMS Annual Meeting & Exhibition
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Symposium
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Hume-Rothery Symposium on Connecting Macroscopic Materials Properties to Their Underlying Electronic Structure: The Role of Theory, Computation, and Experiment
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Presentation Title |
Towards the Accelerated Exploration of the High Entropy Alloy Space |
Author(s) |
Raymundo Arroyave |
On-Site Speaker (Planned) |
Raymundo Arroyave |
Abstract Scope |
In this talk, I will discuss several strategies that we have been developed in my group and with collaborators to accelerate the rate at which the vast HEA space can be explored. Specifically, we introduce some examples in which we use novel ML-assisted algorithms to identify the feasible regions in a number of important FCC and BCC HEA systems. We also discuss the incorporation of closed loop high-throughput frameworks for the exploration of these alloy spaces via computational and experimental means. Some conclusions on the likely high-value regions of these systems will be presented, which hopefully will motivate further work to explore this very complex chemical space. |
Proceedings Inclusion? |
Planned: |
Keywords |
High-Entropy Alloys, Machine Learning, Modeling and Simulation |