About this Abstract |
Meeting |
2025 TMS Annual Meeting & Exhibition
|
Symposium
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Characterization of Minerals, Metals and Materials 2025: In-Situ Characterization Techniques
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Presentation Title |
Advancing In-Situ Characterization and Processing with Raman Spectroscopy in Self-Driving Labs - Proof of Concept with Chocolate As Frugal Twin |
Author(s) |
Kinston Ackölf, Taylor D Sparks |
On-Site Speaker (Planned) |
Kinston Ackölf |
Abstract Scope |
In this study, chocolate serves as a frugal twin to advance in-situ characterization and processing using Raman spectroscopy within an autonomous lab. Real-time monitoring of chocolate’s structural properties provides a proof of concept for more complex materials. AI/ML models analyze the data to enhance our understanding of process-structure-property relationships. This research demonstrates the crucial role of in-situ characterization in developing and optimizing functional and structural materials in a scalable self-driving lab. |
Proceedings Inclusion? |
Planned: |
Keywords |
Characterization, Other, Machine Learning |