| About this Abstract |
| Meeting |
2025 TMS Annual Meeting & Exhibition
|
| Symposium
|
Characterization of Minerals, Metals and Materials 2025: In-Situ Characterization Techniques
|
| 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 |