Multiscale Mechanics Lab

Recruiting grad students

KAIST · Mechanical Engineering

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This lab is recruiting graduate students

유승화 교수가 디렉터로 있는 PRISM-AI 센터(2025년 7월 출범)에서 박사후연구원(Postdoc Fellow)을 모집 중. 연구 참여·입학·공동연구는 ryush@kaist.ac.kr로 문의.

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Professor

Prof. 유승화

Professor's page · publications

About

유승화 교수가 이끄는 AiM4 Lab(지능형 설계 및 제조 연구실, Laboratory for AI-powered Modeling in Mechanics, Materials, and Manufacturing)은 인공지능과 고체역학·재료과학·멀티피직스 모델링을 결합하여 지능형 공학 시스템을 개발한다. 물리정보 기계학습(PIML), AI 대리모델 기반 역설계, 아키텍처드 구조 설계, 제조공정 최적화 등을 연구하며, 데이터 효율적이고 적응적인 모델링 기법을 추구한다.

Research keywords

Multiscale mechanics and material simulationMachine learning based design of structural materials

Recent papers

From OpenAlex · papers whose author affiliation matches this university

Selected publications

Physics-Informed Neural Operators for Generalizable and Label-Free Inference of Temperature-Dependent Thermoelectric Propertiesnpj Computational Materials · 2025
Design of Auxetic Metamaterial for Enhanced Low Cycle Fatigue Life and Negative Poisson's Ratio through Multi-objective Bayesian OptimizationMaterials & Design · 2025
IM-Chat: A Multi-agent LLM-based Framework for Knowledge Transfer in Injection Molding IndustryJournal of Manufacturing Systems · 2025
Deep Generative Spatiotemporal Learning for Integrating Fracture Mechanics in Composite MaterialsMaterials Horizons · 2024
Machine learning-based inverse design methods considering data characteristics and design space sizeMaterials Horizons · 2023