Junghyun (Andy) Kim

Last updated on March 1, 2025

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2025

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• Uncovering the Relationship between Traffic and Emission using Machine Learning: Case Study of Jakarta (Under review)

  • Fauzi Dwi Setiawan, Rizqon Fajar, and Junghyun Kim (Corresponding author)

  • Transportation Planning and Technology 

• Development of Decision Support Systems for RAM Operations in South Korea (Under review)

  • Junghyun Kim and Hahyeon Moon

  • AIAA Journal of Aerospace Information and Systems

• What-if Scenario Analysis of Gimpo International Airport using AEDT-based Simulation Model (Under review)

  • Junghyun Kim, Myeongju Lim, and Hyunsoo Cho

  • AIAA Journal of Air Transportation

• Development of AEDT-based Simulation Model for Noise Analysis at Gimpo International Airport (Under review)

  • Myeongju Lim, Hyunsoo Cho, and Junghyun Kim (Corresponding author)

  • American Institute of Aeronautics and Astronautics (AIAA) Aviation

• Machine Learning-based Regression Modeling Approach to Predict the Carbon Content in Molten Steel of EAF (Under review)

  • Hyukjun Ha, Donghyeon Shin, Daegun Jeon, Jungwoo Kim, Kyoungje Cho, Kwon-Yeong Lee, and Junghyun Kim (Corresponding author)

  • Steel Research International

• Development of Decision Support Systems for Water Pipe Leakage Management (Under review)

  • Junghyun Kim, Rubiga Kim, Seonu Kim, Misun Kang, and Kwang-Ju Kim

  • ETRI Journal

• Maintenance Work Order Assignment Optimization using Operation & Maintenance Data: Georgia Tech Campus Case Studies (Under review)

  • Sungil Hong, Eunhwa Yang, and Junghyun Kim (Corresponding author) 

  • Building Service Engineering Research and Technology​

• Multi-Objective Decision Making System for Truck Route Planning (Under review)

  • Joel Shin, Seulki Kim, Junseok Seo, Seonyoung Park, Seokbum Jang, and Junghyun Kim (Corresponding author) 

  • RAIRO Operations Research

• Machine Learning-Driven Surrogate Modeling for Optimization of Triboelectric Nanogenerator Design Parameters

  • Mohammad Abrar Uddin, Myeongju Lim, Rubiga Kim, Barrett London Burgess, Ken Roberts, Junghyun Kim (Co-corresponding author), and Taeil Kim

  • Advanced Electronic Materials

• Data-Driven Approach Toward Vertiport Placement for UAM Operations: Case Studies in South Korea

  • ​Shinkook Cha, Juchan Lee, Chungho Park, Yujin Kim, Youngjae Lee, and Junghyun Kim (Corresponding author) 

  • American Institute of Aeronautics and Astronautics (AIAA) SciTech​

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2024

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• What-if Scenario Analysis of Regional Air Mobility Operations in South Korea

  • Juchan Lee, Seulki Kim, Sumin Ahn, and Junghyun Kim (Corresponding author) 

  • International Council of the Aeronautical Sciences (ICAS)

• Development of Decision Support Systems for RAM Operations in South Korea: Dynamic Corridor Network Generation

  • ​Hahyeon Moon, Jungha Park, and Junghyun Kim (Corresponding author) 

  • American Institute of Aeronautics and Astronautics (AIAA) Aviation

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2023

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• Data-Driven Approach using Supervised Learning for Predicting Endpoint Temperature of Molten Steel in the Electric Arc Furnace

  • Yeongwon Song, Hyukjun Ha, Wongu Lee, Kwonyoung Lee, and Junghyun Kim (Corresponding author) 

  • Steel Research International 

• Data-Driven Approach Toward Airspace Design for Regional Air Mobility Operations in Korea

  • Junghyun Kim and Seulki Kim

  • AIAA Journal of Aerospace Information and Systems

• Flight Data Clustering for Offline Evaluation of Real-Time Trajectory Optimization Framework

  • Junghyun Kim and Dimitri Mavris

  • Decision Analytics

• Surrogate-based Optimization Approach for Capacitated Hub Location Problem with Uncertainty

  • Junghyun Kim and Changyun Chung

  • Cogent Engineering

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2022

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• Data-Driven Approach using Unsupervised Learning for Detecting Anomalies in Facility Operations

  • Eunbi Cho, Sungil Hong, Hyeseo Yoon, Eunsung Cho, Jinho Shim, Joohee Oh, and Junghyun Kim (Corresponding author)

  • IEEE International Conference on Big Data

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2021

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• Automated Text Classification of Historical Maintenance Data of Higher Education Buildings using Text Mining and Machine Learning Techniques

  • Sungil Hong, Junghyun Kim (Corresponding author), and Eunhwa Yang

  • ASCE Journal of Architectural Engineering

• Unscented Kalman Filter-aided Long Short-Term Memory Approach for Wind Nowcasting

  • Junghyun Kim and Kyuman Lee

  • MDPI Aerospace - Special Issue in Application of Data Science to Aviation

• Data-Driven Approach using Machine Learning for Real-Time Flight Path Optimization

  • Junghyun Kim, Simon Briceno, Cedric Justin, and Dimitri Mavris

  • AIAA Journal of Aerospace Information and Systems

• Designated Points-based Free-Flight Approach to Enable Real-Time Flight Path Planning

  • Junghyun Kim, Simon Briceno, Cedric Justin, and Dimitri Mavris

  • American Institute of Aeronautics and Astronautics (AIAA) Aviation

• Supervised Machine Learning-based Wind Prediction to Enable Real-Time Flight Path Planning

  • Junghyun Kim, Chao Zhang, Simon Briceno, and Dimitri Mavris

  • American Institute of Aeronautics and Astronautics (AIAA) SciTech

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​2020

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• Machine Learning-based Code Auto-Completion Implementation for Firmware Developers

  • Junghyun Kim, Kyuman Lee, and Sanghyun Choi

  • Applied Sciences - Special Issue in Applied Machine Learning 

• A Data-Driven Approach using Machine Learning to Enable Real-Time Flight Path Planning

  • Junghyun Kim, Simon Briceno, Cedric Justin, and Dimitri Mavris

  • American Institute of Aeronautics and Astronautics (AIAA) Aviation

• Aircraft Flight Plan Optimization with Dynamic Weather and Airspace Constraints

  • Coline Ramee, Junghyun Kim, Marie Deguignet, Cedric Justin, Simon Briceno, and Dimitri Mavris

  • International Conference for Research Air Transportation (ICRAT)

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​2019

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• Aircraft Mission Analysis Enhancement by using Data Science and Machine Learning Techniques

  • Junghyun Kim, Seulki Kim, Kisun Song, Yongchang Li, and Dimitri Mavris

  • American Institute of Aeronautics and Astronautics (AIAA) Aviation

• Data-Driven Approach for Understanding the Impact of Weather on Commercial Flight Path

  • Junghyun Kim, Kisun Song, Seulki Kim, and Dimitri Mavris

  • American Institute of Aeronautics and Astronautics (AIAA) Aviation

• A Surrogate-based Optimization for a Mega-Hub location problem in South Korea using Artificial Neural Network

  • Junghyun Kim, Kisun Song, Changyun Chung, and Dimitri Mavris

  • Institute of Industrial and Systems Engineers (IISE) Conference

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​2018

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• Multi-objective Optimization of Departure Procedures at Gimpo International Airport

  • Junghyun Kim, Dongwook Lim, Dylan Jonathan Monteiro, Michelle Kirby, and Dimitri Mavris

  • International Journal of Aeronautical and Space Sciences

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​2017

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• Aerodynamic Automobile Shape Optimization by Incorporating Reverse Shape Design Method with CFD analysis

  • Kisun Song, Kyunghak Choo, Junghyun Kim, and Dimitri Mavris

  • American Society of Mechanical Engineers (ASME)

• Multi-objective Decision Making of a Simplified Car Body Shape Towards Optimum Aerodynamic Performance

  • Kisun Song, Kyunghak Choo, Junghyun Kim, and Dimitri Mavris

  • American Society of Mechanical Engineers (ASME)

• An Integrated Design Approach for Infill Patterning of Fused Deposition Modeling and its Application to an Airfoil

  • Seokpum Kim, Xiang Chen, Gregory Dreifus, John Lindahl, Inseung Kang, Junghyun Kim, and et al.

  • Society for the Advancement of Material and Process Engineering (SAMPE)

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​2014

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• A Development and Verification of Density-based Solver Using LU-SGS Algorithm in OpenFOAM

  • Junghyun Kim and Kyuhong Kim

  • International Council of Aeronautical Sciences (ICAS)

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2013

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• A Computational Study of a Circular Cylinder at Low Reynolds Number for Open-Loop Control of Von Karman Vortex Shedding

  • Junghyun Kim, C.F. Lange, and C.R. Koch

  • International OpenFOAM Workshop

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2012

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• A Computational Study on the Design of Airfoils for a Fixed Wing Micro Aerial Vehicle (MAV) and the Aerodynamic Characteristic of the Vehicle

  • Junghyun Kim, Kyuhong Kim, and Jon Ahn

  • International Council of Aeronautical Sciences (ICAS)