Welcome to MIRAGE
Microstructure Insights through Reliable/Interpretable AI and Guided Experiments
🔬 Scientific Vision
MIRAGE aims to discover the fundamental mechanisms and control parameters underlying fatigue processes, including rare events such as self-healing, by developing advanced tools and scientific methods based on interpretable AI models.
🎯 Research Objectives
- Discover Fatigue Mechanisms Across Scales
- Interpret & Explain Fatigue Mechanisms Through Interpretable AI
- Elicit Mechanisms via Design of Experiments
📊 Scientific Impact
- Discovering fundamental mechanisms behind emergent processes under complex conditions like fatigue
- Transforming scientific discovery by moving beyond human cognition and traditional methods through AI-driven strategies to modernize scientific practices
- Empowering scientists with interpretable models and design-of-experiments tools that overcome cognitive, data-integration, and interpretation barriers for better decision-making on scientific problems