activity
20232026
most citedPohang Canal Dataset: A Multimodal Maritime Dataset for Autonomous Navigation in Restricted Waters

47 citations · 49 across the 5 of their papers we have counts for

collaborators

7 papers

cs.RO2026

Imitation Learning of Avoidance Modes for Efficient Multimodal Model Predictive Control

Changyu Lee, Byung-Kwan Lee, Kanghoon Yoon

Multimodal model predictive control (MM-MPC) avoids local minima among moving obstacles by solving one optimal control problem (OCP) per combination of avoidance sides, so its comp…

cs.RO2026

Multimodal Trajectory Planning for Surface Vehicles using Turning Circle-based Control Barrier Functions

Changyu Lee

This paper presents a guide path-free multimodal trajectory planning framework for autonomous surface vehicles operating in dynamic environments. The proposed method integrates mod…

cs.RO2025

Efficient COLREGs-Compliant Collision Avoidance using Turning Circle-based Control Barrier Function

Changyu Lee, Jinwook Park, Jinwhan Kim

This paper proposes a computationally efficient collision avoidance algorithm using turning circle-based control barrier functions (CBFs) that comply with international regulations…

cs.RO2025

Turning Circle-based Control Barrier Function for Efficient Collision Avoidance of Nonholonomic Vehicles

Changyu Lee, Kiyong Park, Jinwhan Kim

This paper presents a new control barrier function (CBF) designed to improve the efficiency of collision avoidance for nonholonomic vehicles. Traditional CBFs typically rely on the…

eess.SY2023

Parameter-Varying Koopman Operator for Nonlinear System Modeling and Control

Changyu Lee, Kiyong Park, Jinwhan Kim

This paper proposes a novel approach for modeling and controlling nonlinear systems with varying parameters. The approach introduces the use of a parameter-varying Koopman operator…

cs.RO2023★ 2 cited

Nonlinear Model Predictive Control with Obstacle Avoidance Constraints for Autonomous Navigation in a Canal Environment

Changyu Lee, Dongha Chung, Jonghwi Kim +1

In this paper, we describe the development process of autonomous navigation capabilities of a small cruise boat operating in a canal environment and present the results of a field…

cs.RO2023★ 47 cited

Pohang Canal Dataset: A Multimodal Maritime Dataset for Autonomous Navigation in Restricted Waters

Dongha Chung, Jonghwi Kim, Changyu Lee +1

This paper presents a multimodal maritime dataset and the data collection procedure used to gather it, which aims to facilitate autonomous navigation in restricted water environmen…