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Meeting 2025 TMS Annual Meeting & Exhibition
Symposium Thermodynamics and Kinetics of Alloys III
Presentation Title The Language of Metals: Understanding the Interplay Between Data, Scientists, and Materials Design.
Author(s) Andrew K. Hoffman
On-Site Speaker (Planned) Andrew K. Hoffman
Abstract Scope As we advance towards high throughput methods, advanced computational power which enables the use of AI, and the increasingly extreme demands for materials in upcoming applications, we have no created a need for understanding the ecosystem which connects materials scientists, data scientists, and application scientists/engineers. Often it is the way we communicate that prevents us from properly and effectively getting our message across. This talk will walk through the mindset of how to understand working with multi-disciplinary teams involved in rapid materials design and synthesis. This includes understanding how data structure plays a vital role in the ability of data scientists to pragmatically use experimental results, the role of abstract thought in highly empirical experiment designs, and the mindset required to both discover revolutionary scientific phenomena while remaining pragmatic and applications focused.
Proceedings Inclusion? Planned:
Keywords Machine Learning, Characterization, Computational Materials Science & Engineering

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

A Phase-Field Model of Stoichiometric Compound in Solidification
A Software Platform Integrating Microstructure Modeling with Finite Element Method
A Third Generation CALPHAD Description of Pure Nb
Alloy Design for Cr-alloy Coated Zr-alloy Cladding of Nuclear Fuel
Comparative Analysis of Dislocation Energy Surfaces in Face Centered Cubic Systems: Gamma Surface Approach vs. Nudged Elastic Band Method
Contributions to Diffusion in Complex Materials Quantified with Machine Learning
Coupled experimental-computational study of phase transformations in Fe-Cr-Mo-Co-Ni dual-anneal diffusion multiples
Design of a High Strength, High Electrical Conductivity and High Thermostability Twitch Aluminum Alloy
Effect of Sn microalloying on the precipitation kinetics of L12-Al3Zr in a dilute aluminum-zirconium alloy
Effects of Chromium Addition on Microstructural Evolution of Wrought Al-Mn-Mg Alloys
Global stability models of multi-principal element alloys
Improved understanding of the time-temperature-transformation (TTT) characteristics of the CrMnFeCoNi high-entropy alloy
Insights into Patterns and Morphologies of Quaternary FeAlNiCo Alloy During Magnetic Field-Assisted Manufacturing
Integration of Large-Language Model and CALPHAD for Alloy Design Hypothesis Generation
Mechanisms of tribolayer breakdown during frictional ignition in high-pressure oxygen
Prediction of the Composition for the Al-Co-Cr-Fe-Ni High-Entropy Alloys by the CALPHAD Method and Study on Microstructure and Mechanical Properties
Site preferences and ordering in Nb-Al-M (M = Ni or Cu) ternary Laves phases
THE INTERPLAY OF DEFECTS AND RECOVERY IN HIGH ENTROPY ALLOYS
The Language of Metals: Understanding the Interplay Between Data, Scientists, and Materials Design.
Thermodynamic analysis of Fe-Ti-V alloys prepared by molten salt electrolysis of vanadium titanium magnetite concentrate
Thermodynamic analysis of Fe-V alloys prepared by molten salt electro-deoxidation Process
Thermodynamic assessment of the fcc/hcp transformation in Fe-Mn alloys
Uncertainty-guided determination of a thermodynamic database for compositionally complex UHTC transition metal carbides
Understanding Aging Behavior in 6xxx Alloys using Advanced Characterization Techniques
Understanding the Thermodynamics and Kinetics of Microstructural Evolution and Resultant Mechanical Properties of Friction Stir Processed Al7xxx Alloy

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