Design Under Uncertainties Lab

Information sourcenot verified yet

Ask current students about this lab

Post your question to the Career board — students who have verified their school can answer under blind identities.

Professor

Prof. 이익진

About

이익진 교수의 IDOL Lab(최적설계 연구실)은 KAIST 기계공학과 소속으로, 입력 변수에 불확실성이 있을 때 확률·통계·수학적 방법으로 최적해를 찾는 알고리즘을 개발한다. 신뢰성 기반 최적설계(RBDO), 통계적 모델 보정·검증, 대리모델링(surrogate modeling), 인공지능을 활용한 최적설계를 연구한다.

Research keywords

Design under uncertainties and applicationsStatistical input identification

Selected publications

An integrated framework for reliability analysis and design optimization using input, simulation, and experimental data: Confidence-based design optimization under aleatory and epistemic uncertaintyReliability Engineering & System Safety · 2026
Data-driven Time-variant Reliability Analysis using Deep Gaussian ProcessesReliability Engineering & System Safety · 2026
Statistical model calibration of correlated unknown model variables through identifiability improvementProbabilistic Engineering Mechanics · 2024
Confidence-based design optimization using multivariate kernel density estimation under insufficient input dataProbabilistic Engineering Mechanics · 2024
An effective active learning strategy for reliability-based design optimization under multiple simulation modelsStructural Safety · 2024
Small failure probability: principles, progress and perspectivesStructural and Multidisciplinary Optimization · 2022

Other labs in this department

See all labs in this department