Research Interests

{ IDEA Lab. }은 산업인공지능을 활용한 공학시스템의 지능화연구를 수행합니다

{ IDEA Lab } is dedicated to advancing the intelligence of engineering systems through Industrial AI.

 Research Overview

 Domain Knowledge-informed Artificial Intelligence

• Domain-aware data preprocessing enhances AI by reflecting physical relationships and machine-specific characteristics.

• Adaptive learning strategies improve model robustness against environmental variations.

• Constraint-based loss functions ensure AI predictions maintain engineering consistency.

 Generative AI for Intelligent Engineering Systems

• Applying large language models to engineering data

• Multi-modal data fusion

• Intelligent decison support system