Posted 12/19/2023, 3:53:50 PM
Deep Learning Models Expedite Materials Discovery by Analyzing X-ray Data
- Scientists develop deep learning models to analyze massive X-ray diffraction data and expedite materials discovery
- Models leverage real-world experimental data to train, moving beyond synthetic data approaches
- Holds promise for high-energy density experiments like those at Rochester's Laboratory for Laser Energetics
- Could help create platforms for sharing more X-ray diffraction data to further refine models
- Published study shows automated analysis helps characterize materials, especially under extreme conditions