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Myung Il Roh

Seoul National University · Engineering

About the Lab

Professor Myung Il Roh's research lab specializes in maritime system optimization and intelligent ship operations, focusing on energy efficiency, route planning, and safety in marine transportation. The lab develops advanced computational methods—such as deep learning, dynamic simulation, and risk assessment models—to predict fuel consumption, optimize ship routing under varying ocean conditions, and enhance collision avoidance systems. Research also extends to offshore renewable energy infrastructure, particularly the safe installation of offshore wind turbines using floating cranes. The lab integrates data-driven and simulation-based approaches to support sustainable and safe shipping operations.

ship energy efficiencydynamic simulationroute optimizationcollision risk assessmentoffshore wind turbine installation

Research Overview

Papers
304
Total Citations
3,463
Papers (5y)
43
Primary Field
Engineering

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
43total
2022
2023
2024
2025
2026
Citations per year (5y)
300total
20222023202420252026

Selected Papers

15
1
Article|218 citations·2019
COLREGs-compliant multiship collision avoidance based on deep reinforcement learning
Luman Zhao, Myung-Il Roh
SJR Q1Ocean Engineering
Automotive EngineeringEngineering
2
Article|162 citations·2021
Deep reinforcement learning-based collision avoidance for an autonomous ship
Do-Hyun Chun, Myung-Il Roh, Hye-Won Lee, Jisang Ha, Dong Yu
SJR Q1Ocean Engineering
Ocean EngineeringEngineering
3
Article|134 citations·2012
Determination of the optimal operating conditions of the dual mixed refrigerant cycle for the LNG FPSO topside liquefaction process
Ji-Hyun Hwang, Myung-Il Roh, Kyu-Yeul Lee
SJR Q1Computers & Chemical Engineering
Aerospace EngineeringEngineering
4
Article|104 citations·2018
Method for a simultaneous determination of the path and the speed for ship route planning problems
Sungmin Lee, Myung-Il Roh, Ki-Su Kim, Hoeryong Jung, Jong Jin Park
SJR Q1Ocean Engineering
Ocean EngineeringEngineering
5
Article|102 citations·2010
Dynamic response simulation of a heavy cargo suspended by a floating crane based on multibody system dynamics
Ju-Hwan Cha, Myung-Il Roh, Kyu-Yeul Lee
SJR Q1Ocean Engineering
Control and Systems EngineeringEngineering
6
Article|67 citations·2013
Determination of an economical shipping route considering the effects of sea state for lower fuel consumption
Myung-Il Roh
SJR Q1International Journal of Naval Architecture and Ocean EngineeringOA

With increases in international oil prices, the proportion of fuel cost to the operational costs of a ship is currently increasing. To reduce fuel cost, a method for determining an economical route for a ship based on the acquisition of the sea state and the estimation of fuel consumption is proposed. The proposed method consists of three items. The first item is to acquire the sea state information in real time. The second item is to estimate the fuel consumption of a ship according to the sea

Environmental EngineeringEnvironmental Science
7
Article|66 citations·2021
Ship route planning in Arctic Ocean based on POLARIS
Hye-Won Lee, Myung-Il Roh, Ki-Su Kim
SJR Q1Ocean Engineering
Ocean EngineeringEngineering
8
book|62 citations·2017
Computational Ship Design
Myung-Il Roh, Kyu-Yeul Lee
Ocean EngineeringEngineering
9
Article|61 citations·2020
Estimation of ship operational efficiency from AIS data using big data technology
Seong-Hoon Kim, Myung-Il Roh, Minjae Oh, Sungwoo Park, In-Il Kim
SJR Q1International Journal of Naval Architecture and Ocean EngineeringOA

To prevent pollution from ships, the Energy Efficiency Design Index (EEDI) is a mandatory guideline for all new ships. The Ship Energy Efficiency Management Plan (SEEMP) has also been applied by MARPOL to all existing ships. SEEMP provides the Energy Efficiency Operational Indicator (EEOI) for monitoring the operational efficiency of a ship. By monitoring the EEOI, the shipowner or operator can establish strategic plans, such as routing, hull cleaning, decommissioning, new building, etc. The key

Environmental EngineeringEnvironmental Science
10
Article|60 citations·2020
Prediction of Ocean Weather Based on Denoising AutoEncoder and Convolutional LSTM
Ki-Su Kim, June-Beom Lee, Myung-Il Roh, Ki-Min Han, Gap-Heon Lee
SJR Q2Journal of Marine Science and EngineeringOA

The path planning of a ship requires much information, and one of the essential factors is predicting the ocean environment. Ocean weather can generally be gathered from forecasting information provided by weather centers. However, these data are difficult to obtain when satellite communication is unstable during voyages, or there are cases where forecast data for a more extended period of time are needed for the operation of the fleet. Therefore, shipping companies and classification societies

Ocean EngineeringEngineering
11
Article|57 citations·2015
Multibody dynamic analysis of a heavy load suspended by a floating crane with constraint-based wire rope
Seung-Ho Ham, Myung-Il Roh, Hye-Won Lee, Sol Ha
SJR Q1Ocean Engineering
Control and Systems EngineeringEngineering
12
Article|54 citations·2012
Cell-based evacuation simulation considering human behavior in a passenger ship
Sol Ha, Namkug Ku, Myung-Il Roh, Kyu-Yeul Lee
SJR Q1Ocean Engineering
Ocean EngineeringEngineering
13
Article|51 citations·2018
Review of the multibody dynamics in the applications of ships and offshore structures
Hye-Won Lee, Myung-Il Roh
SJR Q1Ocean Engineering
Computational MechanicsEngineering
14
Article|43 citations·2021
Prediction of ship power based on variation in deep feed-forward neural network
June-Beom Lee, Myung-Il Roh, Ki-Su Kim
SJR Q1International Journal of Naval Architecture and Ocean EngineeringOA

Fuel oil consumption (FOC) must be minimized to determine the economic route of a ship; hence, the ship power must be predicted prior to route planning. For this purpose, a numerical method using test results of a model has been widely used. However, predicting ship power using this method is challenging owing to the uncertainty of the model test. An onboard test should be conducted to solve this problem; however, it requires considerable resources and time. Therefore, in this study, a deep feed

Environmental EngineeringEnvironmental Science
15
Article|42 citations·2010
Combined discrete event and discrete time simulation framework and its application to the block erection process in shipbuilding
Ju-Hwan Cha, Myung-Il Roh
SJR Q1Advances in Engineering Software
Industrial and Manufacturing EngineeringEngineering

Research Areas

Ocean EngineeringIndustrial and Manufacturing EngineeringAerospace EngineeringCivil and Structural EngineeringControl and Systems EngineeringComputational Mechanics

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