Members
AI-driven Simulation and Design Lab
1Research Professor
Assistant Professor, Ajou University
Technical University of Denmark
2Post Doc.
Research Professor, AISDL
Assistant Professor, Hanyang University (Erica)
Samsung Electronics (Mechatronics R&D Center)
Assistant Professor, Yonsei University
3Ph.D.
Air Force
Maintenance decision-making model for gas turbine engine component deteriorating due to fatigue cracking considering the inspection threshold and partial repair
Samsung Electronics
Toward accurate extraction of lithography pattern contours using deep learning models
Lecturer, Hanoi University of Science and Technology
Designing DNA origami nanostructures using Graph Neural Networks under data scarcity
AISDL for Postdoctoral Training
Developing the Interpolation Mesh-Graph Network for physical simulations using higher-order element based meshes
Design of bucklling induced meta-tire with circular hole array
Adaptive interpolation cover-based finite element method for transient wave propagation
Controlling torsional deformation in DNA-Gold nanoassemblies using DNA intercalators
Development of reduced analysis model for elastic shell structures with multi-stability
Regulating mechanical properties and shape morphing of structured DNA assemblies using single-stranded DNA defect design approach
Reconstruction-based anomaly detection in multi-class dataset using domain transform data and location information in manifold
Efficient topology optimization using deep learning-based image super-resolution
Samsung Electronics (Memory Defect Science & Engineering Team)
Data-driven identification of the mechanical behavior of materials using physics-informed neural networks and full-field displacements data
Designing structural stiffness using deformation modes of auxetic patterns
Samsung Electronics (Semiconductor R&D center)
Computational design of bistable kirigami surfaces with controllable stiffness
SK Hynix (Future Technology Research Institute)
Computational procedure for structural analysis of DNA nanostructures
A study on reducing the deflection of circular tubes under transverse impact through slits
Deep-learning-based detection and prediction of lithography pattern hotspots
Deep-learning-based lithography pattern classification and characterization
Development of an enhanced mixed finite element method considering the stability in an incompressible analysis
Overlapping finite element analysis for structures under thermal loads with spatially varying gradients
A multiscale modeling approach to predict the sequence-dependent shape and mechanical properties
POSCO Global R&D Center
Experimental and numerical investigation for the fluting defect and bake hardening of metallic sheet materials originated from the yield-point phenomenon
Samsung Electronics (AVP)
Mechanical stress engineering for the shape design of DNA origami structures
Study on the stiffness control method of DNA origami nanostructures
4M.S.
Hanwha Aerospace
Improving electrostatic modeling for precise DNA structure shape prediction
Samsung Electronics (Global Technology Research)
Study on inverse design of mechanical structure using physics-guided neural networks and generative models
Makinarocks
Self-supervised denoising of SEM images for enhanced metrology and inspection
Samsung Electronics (Semiconductor R&D Center)
Identifying defects on unclean wafer surface through anomaly detection
Effective data selection for robust training of generative adversarial network
UC Berkeley for Ph.D.
Development of programmable nanoscale origami through self-assembled DNA wireframe structures
UIUC for Ph.D.
An accelerated framework for Brownian dynamics simulation of proteins
Kakao
GAN based multimodal image registration for semiconductor manufacturing
AISDL for Ph.D
Controlling mechanical properties of tubular structures using auxetic slit pattern
LG Electronics Home Appliance & Air Solution
Force identification for nonlinear problems using the dynamic response sensitivity
A numerical study on the effect of ski vibration on friction
Dynamic analysis of biomolecular structures using the finite element method
5Intern
Apple Inc.
