2023 Numerical Analysis

Improvements on Richardson-Extrapolation for Partial Differential Equations

We improved exsting numerical solver using Richardson Extrapolation for Wave equations such as Helmholtz equation and partial differential equations.

Undergraduate Research Project

Advised by Seongjai Kim

2022 Applied ML

Parameter-Dependent conditional Generative Adversarial Network (PDcGAN) Model for Multi-Phase Flow Prediction

We propose a parameter-dependent conditional generative adversarial network for predicting multi-phase flows. By conditioning the model on specific fuel parameters and input images, we accurately synthesize the resulting fuel morphology.

Undergraduate Research Project

Advised by Joonsik Hwang and Sungkwang Mun

Since then

The Ph.D. work

Reinforcement learning and control theory for nonlinear robotic systems.