Publications

Last updated on March 1, 2024 

* Corresponding author 

Journal Articles 

[10] Sungil Hong, Eunhwa Yang, and Junghyun Kim*, “Maintenance Work Order Assignment Optimization using Operation & Maintenance Data: Georgia Tech Campus Case Studies”, Building Service Engineering Research and Technology, Under review

[9] Junghyun Kim and Seulki Kim, “Data-Driven Approach Toward Airspace Design for Regional Air Mobility Operations in Korea”, American Institute of Aeronautics and Astronautics (AIAA) Journal of Aerospace Information Systems, Published in June 2023, https://doi.org/10.2514/1.I011245

[8] Yeongwon Song, Hyukjun Ha, Wongu Lee, Kwonyoung Lee, and Junghyun Kim*, “Data-Driven Approach using Supervised Learning for Predicting Endpoint Temperature of Molten Steel in the Electric Arc Furnace”, Steel Research International, Published in May 2023, https://doi.org/10.1002/srin.202300143

[7] Junghyun Kim and Dimitri Mavris, “Flight Data Clustering for Offline Evaluation of Real-Time Trajectory Optimization Framework”, Decision Analytics, Published in April 2023, https://doi.org/10.1016/j.dajour.2023.100221

[6] Junghyun Kim and Changyun Chung, “Surrogate-based Optimization Approach for Capacitated Hub Location Problem with Uncertainty”, Cogent Engineering, Published in March 2023, https://doi.org/10.1080/23311916.2023.2185948

[5] Sungil Hong, Eunhwa Yang, and Junghyun Kim*, “Automated Text Classification of Historical Maintenance Data of Higher Education Buildings using Text Mining and Machine Learning Techniques”, American Society of Civil Engineers (ASCE) Journal of Architectural Engineering, Published in December 2021, https://doi.org/10.1061/(ASCE)AE.1943-5568.0000522

[4] Junghyun Kim and Kyuman Lee, “Unscented Kalman Filter-aided Long Short-Term Memory (UKF-LSTM) Approach for Wind Nowcasting in the Aviation Industry”, Multidisciplinary Digital Publishing Institute (MDPI) Aerospace – Special Issue in Application of Data Science to Aviation, Published in August 2021, https://doi.org/10.3390/aerospace8090236

[3] Junghyun Kim, Simon Briceno, Cedric Justin, and Dimitri Mavris, “Data-Driven Approach using Machine Learning for Real-time Flight Path Optimization”, American Institute of Aeronautics and Astronautics (AIAA) Journal of Aerospace Information Systems, Published in July 2021, https://doi.org/10.2514/1.I010940

[2] Junghyun Kim, Kyuman Lee, and Sanghyun Choi, “Machine Learning-based Code Auto-Completion Implementation for Firmware Developers”, Applied Sciences – Special Issue in Applied Machine Learning, Published in November 2020, https://doi.org/10.3390/app10238520

[1] Junghyun Kim, Dongwook Lim, Dylan Monteiro, Michelle Kirby, and Dimitri Mavris, “Multi-Objective Optimization of Departure Procedures at Gimpo International Airport”, International Journal of Aeronautical and Space Sciences, Published in April 2018, https://doi.org/10.1007/s42405-018-0027-1

Conference Proceedings

[18] Juchan Lee, Seulki Kim, Sumin Ahn, and Junghyun Kim*, “What-if Scenario Analysis of Regional Air Mobility Operations in South Korea”, International Council of the Aeronautical Sciences (ICAS), September 2024, Accepted

[17] Hahyeon Moon, Jungha Park, and Junghyun Kim*, “Development of Decision Support Systems for RAM Operations in South Korea: Dynamic Corridor Network Generation”, American Institute of Aeronautics and Astronautics (AIAA) Aviation, August 2024, Accepted

[16] Junghyun Kim, Seonu Kim, Hahyeon Moon, Rubiga Kim and Kwang-Ju Kim, “Development of Decision Support Systems for Water Leakage Management”, IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), July 2024, Under review

[15] Seonyoung Park, Seulki Kim, Junseok Seo, Joel Shin, Seokbum Jang, and Junghyun Kim*, “Development of a Multi-Objective Decision Making System for Delivery Truck Route Planning”, Institute of Industrial and Systems Engineers (IISE) Conference, On-going

[14] Eunbi Cho, Sungil Hong, Hyeseo Yoon, Eunsung Cho, Jinho Shim, Joohee Oh, and Junghyun Kim*, “Data-Driven Approach using Unsupervised Learning for Detecting Anomalies in Facility Operations”, Institute of Electrical and Electronics Engineers (IEEE) International Conference on Big Data, December 2022, https://ieeexplore.ieee.org/document/10020434

[13] Junghyun Kim, Simon Briceno, Cedric Justin, and Dimitri Mavris, “Designated Points-Based Free-Flight Approach to Enable Real-Time Flight Path Planning”, American Institute of Aeronautics and Astronautics (AIAA) Aviation, August 2021, https://doi.org/10.2514/6.2021-2403

[12] Junghyun Kim, Simon Briceno, Chao Zhang, and Dimitri Mavris, “Supervised Learning-based Wind Regression to Enable Real-Time Flight Path Planning”, American Institute of Aeronautics and Astronautics (AIAA) SciTech, January 2021, https://doi.org/10.2514/6.2021-0519

[11] Junghyun Kim, Simon Briceno, Cedric Justin, and Dimitri Mavris, “A Data-Driven Approach using Machine Learning to Enable Real-Time Flight Path Planning”, American Institute of Aeronautics and Astronautics (AIAA) Aviation, June 2020, https://doi.org/10.2514/6.2020-2873

[10] Coline Ramee, Junghyun Kim, Marie Deguignet, Cedric Justin, Simon Briceno, and Dimitri Mavris, “Aircraft Flight Plan Optimization with Dynamic Weather and Airspace Constraints”, International Conference on Research in Air Transportation (ICRAT), June 2020, Link

[9] Junghyun Kim, Kisun Song, Seulki Kim, and Dimitri Mavris, “Data-Driven Approach for Understanding the Impact of Weather on Commercial Flight Path”, American Institute of Aeronautics and Astronautics (AIAA) Aviation, June 2019, https://doi.org/10.2514/6.2019-3191

[8] Junghyun Kim, Kisun Song, Seulki Kim, Yongchang Li, and Dimitri Mavris, “Aircraft Mission Analysis Enhancement by using Data Science and Machine Learning Techniques”, American Institute of Aeronautics and Astronautics (AIAA) Aviation, June 2019, https://doi.org/10.2514/6.2019-3311

[7] Junghyun Kim, Kisun Song, Changyun Chung, and Dimitri Mavris, “A Surrogate-based Optimization for a Mega-Hub Location Problem in South Korea using Artificial Neural Network”, Institute of Industrial and Systems Engineers (IISE) Conference, May 2019, Link

[6] Kisun Song, Kyunghak Choo, Junghyun Kim, and Dimitri Mavris, “Multi-objective Decision Making of a Simplified Car Body Shape Towards Optimum Aerodynamic Performance”, American Society of Mechanical Engineers (ASME), August 2017, https://doi.org/10.1115/DETC2017-67234

[5] Kisun Song, Kyunghak Choo, Junghyun Kim, and Dimitri Mavris, “Aerodynamic Automobile Shape Optimization by Incorporating Reverse Shape Design Method with CFD analysis”, American Society of Mechanical Engineers (ASME), August 2017, https://doi.org/10.1115/DETC2017-67175

[4] Seokpum Kim, Xiang Chen, Gregory Dreifus, John Lindahl, Inseung Kang, Junghyun Kim, and et al., “An Integrated Design Approach for Infill Patterning of Fused Deposition Modeling and Its Application to An Airfoil”, Society for the Advancement of Material and Process Engineering (SAMPE) Conference, May 2017, Link

[3] Junghyun Kim and Kyuhong Kim, “A Development and Verification of Density-Based Solver Using LU-SGS Algorithm in OpenFOAM”, International Council of Aeronautical Sciences (ICAS), September 2014, Link

[2] Junghyun Kim, C.F. Lange, and C.R. Koch, “A Computational Study of a Circular Cylinder at Low Reynolds Number for Open Loop Control of Von-Karman Vortex Shedding”, International OpenFOAM Conference, June 2013, Link

[1] Junghyun Kim, Kyuhong Kim, and Jon Ahn, “A Computational Study on the Design of Airfoils for a Fixed Wing MAV and the Aerodynamic characteristic of the vehicle”, International Council of Aeronautical Sciences (ICAS), September 2012, Link

Domestic Conference

[11] 문하현, 이주찬, 안수민, 김정현*, "대한민국 지역간 항공교통 (RAM) 시장 경쟁력 분석을 위한 비행시간 및 요금 예측", 한국항공우주학회 춘계학술대회, 2024

[10] 문하현, 박정하, 김정현*, "대한민국 지역간 항공교통 (RAM) 운영을 위한 동적 회랑망 생성 알고리즘 개발", 항공우주시스템공학회 추계학술대회, 2023

[9] 이주찬, 김슬기, 김정현*, "대한민국 지역간 항공교통 (RAM) 운영을 위한 시장 경쟁력 분석", 항공우주시스템공학회 추계학술대회, 2023

[8] 문하현, 김루비가, 김선우, 김광주, 김정현*, "상수도관 누수 관리를 위한 의사결정지원 시스템 개발", 인공지능신호처리 학술대회, 2023

[7] 김정현, "연구방법 학습을 위한 ASDL 그랜드챌린지 기반 캡스톤 수업 설계 및 운영", 공학교육학술대회, 2023

[6] 김정현, "대한민국 지역간 항공교통 (RAM) 운영을 위한 기계학습 기반의 대류 날씨 영역 예측", 한국항공우주학회 추계학술대회, 2022

[5] 김정현, 이춘우, 임성빈, 최석원, 이상훈, "저궤도 관측위성의 발사장 운송을 위한 운송컨테이너 환경에 관한 연구", 한국항공우주학회 춘계학술대회, 2014

[4] 신훈범, 정성기, 김지홍, 길재흥, 김병윤, 김정현, 김규홍, "오픈소스(OpenFOAM)에 기반한 내재적 방법의 압축성 전산유체해석 프로그램(ISAAC)의 개발", 한국항공우주학회 추계학술대회, 2013

[3] 정성민, 김태경, 김정현, 이영빈, 최중근, 김규홍, 이준용, "전산해석을 통한 지면모사풍동 개발 선행연구", 한국자동차공학회 춘계학술대회, 2013

[2] 김태경, 최중근, 김정현, 조준호, 이영빈, 김규홍, 이동호, 김진필, 이준호, "Active Air Flap을 장착한 차량의 주행저항 및 엔진룸 유동해석", 한국자동차공학회 춘계학술대회, 2012

[1] 김정현, 김태경, 최중근, 이영빈, 권혁빈, 김규홍, "고속철도 객차 간에서의 Air Blowing을 이용한 유동 제어 및 공력특성에 관한 전산해석 연구", 한국철도학회 춘계학술대회, 2012