Research Career
Work Experience
Strategic Aerospace Initiative (SAI), KAIST
Deep RL Researcher, 2022 to present
- Project (ongoing): Routing Problems Considering Value System for Exploration Missions (NRF KR grant: 2020R1A2C1005037)
- Project (ongoing): Data-driven Flow Modeling Research (DAPA grant: UD200046CD)
Strategic Aerospace Initiative (SAI), KAIST
MS Student, 2020 to 2022
- Project (ongoing): Routing Problems Considering Value System for Exploration Missions (NRF KR grant: 2020R1A2C1005037)
- development of a data-efficient on-policy learning algorithm to train a Transformer-based policy network for solving routing problems via deep reinforcement learning
- Project (ongoing): Data-Driven Flow Modeling Research (DAPA grant: UD200046CD)
- development of a deep-learning model for efficient prediction of aerodynamic coefficients under extreme flow conditions
Aerospace Technology Research Institute, ADD
Research Officer (First Lieutenant), 2017 to 2020
- Project: Autonomous navigation and Mission Management Technology
- development of mission planning algorithm for UAV operation in dynamic environment
- formulation of UAV planning problem as MILP for Gurobi solver
- design of a fast online planning using genetic algorithm
Unmanned Systems Research Group (USRG), KAIST
Undergraduate Research Intern, 2015 to 2016
- Project: Development of Modular Drone with Self-Configuration
- design of a 3D-printable modular drone that can configure itself before coordinated flight
Teaching Experience
- AE201 Introductory Flight Project (Spring 2021)
- HSS024 Advanced English Writing (2015-2016)
- HSS025 Advanced English Reading (2015-2016)
- LG-KAIST Science Camp (Summer 2015)
- Academic English Camp (2014-2015)
Related Coursework
- ME460 Automatic Control
- AE450 Flight Dynamics and Control
- ME500 Mathematical Methods in Mechanical Engineering
- CC511 Probability and Statistics
- IE539 Convex Optimization
- AE552 Advanced Linear Stability and Control
- IE540 Dynamic Programming and Reinforcement Learning
- AE551 Introduction to Optimal Control
- AE501 Multidisciplinary Design Optimization for Aerospace Systems
- AI504 Programming for AI