INS10-1581
AI-assisted design framework for data-scarce thermosetting materials
Topic
S10. AI-assisted Design and Simulation of Polymers
When and Where
Sep 30, 2026
17:15 - 17:40
Room 109
Session Chairs
Tae Kyung LEE
Presenter(s)
Jian Jiang (Laboratory of Polymer Physics and Chemistry)
Co-Author(s)
Abstract
High-performance thermosetting resins are indispensable for aerospace, electronic packaging, and advanced composite applications, yet their intelligent design remains hindered by limited experimental data, vast chemical search spaces, complex structure–property relationships, and poor transferability across different resin systems. To address these challenges, an AI-assisted design framework was developed for data-scarce thermosetting materials by integrating property prediction, target-oriented molecular generation, transfer learning, and experimental validation.
