Research Overview

MIRAGE is a collaborative research project focused on developing interpretable AI models and tools to understand complex fatigue phenomena in materials. Our team brings together expertise in machine learning, computational materials science, and experimental physics to tackle this challenging problem.

The project aims to:

• Develop AI models that can predict fatigue behavior with high accuracy and interpretability.
• Design experiments that systematically probe the underlying mechanisms of fatigue.
• Provide tools for researchers to analyze and interpret their experimental data.
• Facilitate collaboration and knowledge sharing across the materials science community.

Our research spans a wide range of materials, including metals, ceramics, polymers, and composites, and we are particularly interested in understanding the interplay between microstructure, processing, and mechanical properties.