The profile of ENFYCIUS

👋 Hello, I'm JongHyeok Kim, and I majored in Civil and Environmental Engineering at Hanbat National University in South Korea. I am excited to share that I have recently been accepted into the Master's program at Gwangju Institute of Science and Technology (GIST)'s School of Mechanical and Robotics Engineering (MRE). I will be conducting my research under the guidance of Professor Hyunseok Oh in his lab.

I am incredibly grateful and excited to have the opportunity to become a graduate student at GIST. Although my cousin, who is currently working as a senior researcher at Korea Institute of Science and Technology Information (KISTI), pursued a different field in Computer Science, I am honored to follow a similar academic path at GIST. You can find his research work on Google Scholar and ResearchGate.

Additionally, I am thrilled to announce that I have also been accepted as a government scholarship recipient for the Master's program in Robotics and Mechatronics Engineering at Daegu Gyeongbuk Institute of Science and Technology (DGIST). This recent achievement adds to my excitement as I look forward to the next chapter of my academic journey.

I've been researching deep learning at the ConstructionIT lab and previously researched it at the Department of Basic Science, Hanbat National University.

Especially, based on deep learning, in the former lab, we'd been conducting research to detect extent of damage to the mooring facility until early 2023. As well as, as part of that research, I developed a ROS-based construction robot to perform such tasks in 2022. In the latter lab, an inverse problem, in science, is the process of calculating from a set of observations the causal factors that produced them, was selected as the topic of our research and we were studying it using Deep Neural Network (DNN) for about a year and a half. Even though it didn't result in any tangible breakthroughs, it was a rare glimpse into the intersection of artificial intelligence and math.

Previously, I conducted various research in the fields of ConstructionIT, ROS-based robotics, sensor fusion, and the integration of computer vision and artificial intelligence. Additionally, I participated in programs such as ‘소중한 봉사단’ and ‘Herald’ at Hanbat National University to further enhance my skills. I also taught Python, Android, machine learning, and deep learning to 17 students.

Teaching is the beginning of enlightenment !

Also, I see teaching as another learning opportunity and a chance to be at the forefront of education.

Now that these activities have come to an end, I am focusing on leveraging these experiences to plan new research and projects for the future.

These days I'm hosting a live broadcast on my YouTube channel titled "스터디윗미(Study with me)(Civil Engineering & Mathematics & Coding)". Alongside my academic pursuits, I've also taken up golf recently, which has become a great way for me to relax and challenge myself outside of the lab. If you're curious, you can check out one of my golf videos here: Watch my golf video

I worked at LabIS as a back-end and AI developer.

During my time there, we developed an AI model that converted text into 3D and also worked on a 2D AI model that modified webtoon images.

I love these members. I sincerely hope that they will continue to strive in various fields and reach their dreams.

We are the Guardians Team that help each other out, collaborate, and move forward.

Our journey has just begun, and with every step we take, we want to enrich the past and prepare for the future.

Being composed of different majors allows us to look at what we are trying to do from different perspectives, which we believe will play to our strengths.

Sungji Lee: 😊 I’m so lucky to have an older brother who always supports me and guides me on the right path. Let’s make a lot of money and succeed together! 💪

Jongyeol Na: The best output of Hanbat National University, God Jongyeol 👑. A true hidden master who got accepted into the highly renowned AI graduate program at DGIST. Thank you for always looking out for me! 🙏

Minjoong Kim: 📝 He has the outstanding class of someone who’s published SCIE papers. With top-level creativity that others can’t even imagine, he’s truly one of a kind. 🎓 Thanks for everything 🎉

If you're having trouble solving the problem, try the following, as I did.

Originally, I used to take a walk when I had problems that were not solved or blocked, but recently, I have often driven with my recently purchased car

Taking a walk is the best solution for a healthy body and a healthy mind.

Driving with the windows open will bring you back to a clear mind with fresh air!

I've always been fascinated by the idea of pioneering a field by oneself, without anyone else's help. If I had to pick one trait that is most important to me, I would say it is capacity of staying the flow.

From the moment we are born with a brain, I think that the most important activity of being human is using it.

I basically enjoy interacting with people, and the pleasure I get from that is immeasurable.

Getting the opportunity to learn from a Guru in a field is one of the greatest joys and blessings in life.

First of all, I would like to express my sincere gratitude to Professor Jaemin Shin, who laid the foundation for all my learning.

Recently, my esteemed professor gave me a delicious box of chocolates to celebrate my admission to GIST graduate school, and I am truly grateful for this thoughtful gift.

Next, I would like to express my sincere gratitude to my professors in the Department of Civil Engineering at Hanbat National University for their encouragement and assistance in helping me learn Civil Engineering smoothly.

I would also like to express my sincere gratitude to Prof. Jongseok Lee for always believing in, supporting me and caring about me.

Furthermore, I would like to thank Professor Taehwa Jung for not only recognizing my potential and providing me with opportunities, such as arranging an internships at Korea University during the winter vacation, but also for always reminding me of the truth of learning.

Finally, in particular, I would like to express my deepest appreciation to Prof. Haemin Jeon, whose mentorship and guidance have been a cornerstone of my career. Would I be where I am today if I had not met her? She is, without question, one of the most generous and influential people I have ever had the privilege to know. I aspire to give to others as much as she has given to me, and for that, I will be eternally grateful.

This is the place where my dreams, future, and aspirations align.

I graduated from Hanbat National University on February 16, 2024, with a degree in Civil and Environmental Engineering, summa cum laude.

My school life at Hanbat National University has been enjoyable throughout, and I have learned a lot of different things, which are my most precious memories.

Photo with my friends from The Herald, the English-language newspaper at Hanbat National University.

Photo with Myeong-gyu Kim, a reporter for The Herald, the English-language newspaper of Hanbat National University.

At the graduation ceremony, I received a diploma from the president of Hanbat National University as a representative of the Department of Civil and Environmental Engineering on February 16, 2024. I also received the Academic Excellence Award for graduating summa cum laude (Rank: 1 / 87) from the Department of Civil and Environmental Engineering at Hanbat National University.

We received the Grand Prize (Institute of Information & Communications Technology Planning & Evaluation (IITP) President's Award) at the Future Convergence Talent Discovery Software Challenge, hosted by Gyeongsan Innovation Academy, on my birthday, July 11.

Our team name is "Friends on the Road," and we submitted our project titled "Is the Way Ahead Safe? StepGuard."

Thank you so much to my friends who worked hard alongside me.

I gathered a team with friends I know who are either currently studying at or have graduated from various universities (Hanbat National University, Jeonbuk National University, and Wonkwang University).

I am currently interning at the SDDO Lab at GIST, where I plan to focus my research primarily on Prognostics and Health Management (PHM). The project assigned to me is a government-related research project focused on nuclear power, and it is likely that I will continue this work even after advancing to my Ph.D.

I was fortunate to be able to attend the lab’s Homecoming Day during my internship.

It was a precious and invaluable experience for me, and I also felt a hopeful assurance that, with dedicated effort, I could achieve similar success, thanks to the inspiring paths paved by such accomplished seniors. Their presence motivated me deeply, and I am determined to strive toward becoming someone as admirable as they are.

My tutee, Daniel Son, lives in Southern California, USA, and his sister is also taking my class, officially started working as an Android app developer at OwnLab since January 22, 2024.

I sincerely hope it's a good experience for you.

My tutee, Taewan Ko officially started working as an Android app developer at OwnLab since November 8, 2023.

I sincerely hope it's a good experience for you.

Congratulations! My tutee-Taewan Ko and Junhee Kim won the bronze award in Korea Code Fair Competitions.

Your hard work has paid off. Keep up the good work to get into the high school of your choice!

Seoyoon Lee, Yujoon Han, Youngwoo Seo, Taewan Ko, Yeonwoo Joo, Jihan Lim, Daan Yu, Yerin Lee, Wooju Lee, Daniel Son, Abigail Son, Heewoo Kim, Wonje Lee, Yunseo Lee, Myungsoo Kim, Sungeun Jeon, Giyeon Kim, Ryeowon Lee

[1] 125, Dongseo-daero, Yuseong-gu, Daejeon, Republic of Korea

[2] 123, Cheomdangwagi-ro, Buk-gu, Gwangju, Republic of Korea

[3] Room 608, S5, 125, Dongseo-daero, Yuseong-gu, Daejeon, 34158, Republic of Korea

[4] 50, UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, Republic of Korea

[5] 55, Hanyangdaehak-ro, Sangnok-gu, Ansan-si, Gyeonggi-do, Republic of Korea

[6] 5F, 134, Dunsan-ro, Seo-gu, Daejeon, Republic of Korea

[7] Room 218, S8, 125, Dongseo-daero, Yuseong-gu, Daejeon, 34158, Republic of Korea

[8] Eng. Bldg. Rm. 233, 73-15, Anam-ro, Seongbuk-gu, Seoul, Republic of Korea

[9] Room 317-318, School of Mechanical and Robotics Engineering (S1), 123, Cheomdangwagi-ro, Buk-gu, Gwangju, Republic of Korea

[10] Room 217, S8, 125, Dongseo-daero, Yuseong-gu, Daejeon, 34158, Republic of Korea

[11] Room 505, 15, Beobwon-ro 2-gil, Seocho-gu, Seoul, Republic of Korea

[12] Room 808, Building 1 of the Korea Science and Technology Center, 22, Teheran-ro 7-gil, Gangnam-gu, Seoul

[13] Tower B. B1F, 1153, Misiryeongyet-gil, Toseong-myeon, Goseong-gun, Gangwon-do, Republic of Korea

• Haesung Notice App
• PSG Website
• Import Hanbat Website
• The Zeus Project
• LH

• Jang, D.^a,1, Park, J.^b,1, Choi, S.^b, Bang, J.^c, Choi, J.^c, Kim, J.^d, Yang, B.^c,*, & Jeon, H.^d,* (2024). Novel approach for crack detections and rapid repairment methods in self-heating composites for smart infrastructures. Journal of Advanced Materials.

^a Center for Advanced Construction Materials, Department of Civil Engineering, The University of Texas at Arlington, TX, 76019, USA

^b Department of Civil and Environmental Engineering, Korea Advanced Institute of Science and Technology (KAIST), 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea

^c School of Civil Engineering, Chungbuk National University, 1 Chungdae-ro, Seowon-gu, Cheongju, Chungbuk 28644, Republic of Korea

^d Department of Civil and Environmental Engineering, Hanbat National University, 125 Dongseodae-ro, Yuseong-gu, Daejeon 34158, Republic of Korea

¹ These authors contributed equally to this work.

^* Corresponding authors: B. Yang ([email protected]), H. Jeon ([email protected])

• Kim, J.¹, & Jeon, H.^2† (2024). Autonomous Concrete Crack Monitoring using a Mobile Robot with Manipulator and Stereo Vision Sensors. Measurement.

¹ 한밭대학교 건설환경공학과 학부과정, ² 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

• Kim, S.¹, Kim, J.², & Jeon, H.^3† (2024). Automated Crack Mapping Utilizing a Mobile Robot Equipped with a 2-DoF Manipulator Journal of the Computational Structural Engineering Institute of Korea.

¹ 한밭대학교 정보통신공학과 학부과정, ² 한밭대학교 건설환경공학과 학부과정, ³ 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

• Kim, J.¹, & Jeon, H.^2† (2024). Dimensional Quality Assessment for Assembly Part of Prefabricated Steel Structures using a Stereo Vision Sensor. Journal of the Computational Structural Engineering Institute of Korea.

¹ 한밭대학교 건설환경공학과 학부과정, ² 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

• Kim, J.¹, Bang, J.², & Jeon, H.^3† (2024). Multi-Directional Cement-Based Sensors with CNT@CIP Nanohybrids for Enhanced Sensing and Reliability. Journal of the Computational Structural Engineering Institute of Korea.

¹ 한밭대학교 건설환경공학과 학부과정, ² 충북대학교 토목공학부 박사과정, ³ 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

• Min, J.¹, Yu, B.², Kim, J.³, & Jeon, H.^4* (2022). Development of Fender Segmentation System for Port Structures using Vision Sensor and Deep Learning. Journal of the Korea Institute for Structural Maintenance and Inspection, 26(2), 28-36.

¹ 한국건설기술연구원 구조연구본부 수석연구원, ² (주)스트라드비전 연구원, ³ 한밭대학교 건설환경공학과 학부과정, ⁴ 한밭대학교 건설환경공학과 부교수

^* Corresponding author: [email protected]

• Kim, J.^1† (2023). Superconductor. The Hanbat Herald. https://www.hanbat.ac.kr/thumbnail/dwld/news/THE%20HANBAT%20HERALD%20No.31.pdf

¹ 한밭대학교 건설환경공학과 학부과정

^† Corresponding author: [email protected]

• Kim, J.^1† (2023). Walking Trails around S-Buildings. The Hanbat Herald. https://www.hanbat.ac.kr/thumbnail/dwld/news/THE_HANBAT_HERALD_No.30.pdf

¹ 한밭대학교 건설환경공학과 학부과정

^† Corresponding author: [email protected]

• Kim, J.¹, & Jeon, H.^2† (2024). Concrete cracks evaluation using a mobile robot and stereo vision system. Computational Structural Engineering Institute of Korea Conference 2024, Jeju Island, South Korea, April 17 - April 19, 2024.

¹ 한밭대학교 건설환경공학과 학부과정, ² 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

• Kim, J.¹, & Jeon, H.^2† (2024). Dimensional quality assessment for assembly part of prefabricated steel structures using a stereo vision sensor. Computational Structural Engineering Institute of Korea Conference 2024, Jeju Island, South Korea, April 17 - April 19, 2024.

¹ 한밭대학교 건설환경공학과 학부과정, ² 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

• Kim, J.¹, & Jeon, H.^2† (2022). Development of a Construction Robot for Evaluation of Assembly Performance of Modular Steel Structures. Computational Structural Engineering Institute of Korea Symposium 2022, Goseong-gun, South Korea, November 11 - November 12, 2022.

¹ 한밭대학교 건설환경공학과 학부과정, ² 한밭대학교 건설환경공학과 부교수

^† Corresponding author: [email protected]

Affiliation: Hanbat National University (HBNU)

Participation Period: 01/2021 - 08/2022

Government Project in Applied Backscattering Problems in Optical Communication

Role: Research Assistant, focusing on data analysis and model development

Affiliation: Hanbat National University (HBNU)

Participation Period: 07/2021 - 12/2021

Government Project on Development of Detection Technology for Mooring Facility Anti-Pest Equipment Using Video Analysis

Role: Research Assistant - Built and optimized a Unet model, compared it with newly developed models, implemented data augmentation techniques, and developed custom labeling tools.

Affiliation: Hanbat National University (HBNU)

Participation Period: 07/2021 - 12/2023

Government Project on Intelligent and Remote Construction Robotics Technology for Assembly Performance Diagnostics of Building Structures

Role: Lead Researcher - Independently implemented autonomous driving technologies, including SLAM, for Wego’s Scout-mini product using a ZED stereo vision sensor. Conducted experiments on an actual testbed, resulting in the publication of a KCI paper, with an SCIE paper currently under revision.

Affiliation: Gwangju Institute of Science and Technology (GIST)

Participation Period: Current - 12/2029

Government Project on Developing AI-based Fault Diagnosis Learning Model for Primary Systems

Role: Lead Researcher - Expected to oversee and lead the development of the AI-based fault diagnosis learning model as the primary researcher.

Currently in the process of knowledge transfer and handover.

스터디그룹 내 스터디원들의 1일 1커밋을 체크해주는 전자정부프레임워크 기반 프로젝트

동기부여 교육 앱 (2021 공개SW 개발자 대회 출품작)

CNN 모델의 데이터셋 전처리(Preprocessing) 및 증분(Augmentation)을 위한 솔루션(Solution)

Darknet의 IoU를 계산해주는 프로젝트

대전광역시 유성구에 위치한 5개 지점의 교량들의 수위 예측 모델에 대한 연구 및 이에 대한 iOS 및 Android 기반 어플리케이션 개발

기존에 학습된 모델을 기반으로 구글에서 이미지들을 크롤링(Crawling)한 다음, 이를 클래스별로 자동으로 폴더를 생성하여 이미지들을 분류해주는 솔루션(Solution)

Docu-Notion을 통해 노션 to 폴더로 마크다운 파일을 생성 및 이를 이동시키는 것에서 더 나아가, Github으로 커밋(Commit) 및 푸쉬(Push)를 자동으로 해주는 솔루션(Solution)

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알바HR 공식 사이트 Official Website 오픈 (24.02.05)

알바HR Google Play 출시 (24.01.02)

C# 기반 (MVVM 패턴 적용) 공정 및 품질관리 프로그램 (OptiFlowPM)

엑셀(Excel) 연동 및 XML 직렬화(Serialization) 및 역직렬화(Deserialization)

C# 기반 (MVVM 패턴 적용) 생산 공정 품질 예측 프로그램

머신러닝 및 딥러닝 기반 생산 공정 품질 예측 모델

네이버 키워드 기반 수요량 예측 모델 개발

머신러닝 및 딥러닝 기술 기반의 시계열 분석 모델 개발

SpringBoot 기반 스마트팜 IoT 제어 모델 및 모듈 개발

SpringBoot 기반 관리자 페이지 개발 및 각종 IoT 센서들 간의 유기적 통합

SpringBoot 기반 실시간 센서 제어를 위한 소켓 (Socket) 프로그래밍

VBA 기반 토목 설계변경 프로그램 개발 (당초, 변경, (증, 감))

사용자 행(Rows) 지정 가능

• Prognostics and Health Management (PHM)
• Loose Parts Monitoring System (LPMS)
• Domain Adaptation
• Time Series
• STFT
• Regression

• ConstructionIT
• Applications of computer vision and machine learning
• Sensor fusion and tracking
• Stereo vision sensor
• 3D Point Cloud
• Depth estimation
• Development of construction robot based on ROS with various AI models
• Construction Automation
• Image stitching based on AR

지금까지 국립 한밭대학교 (HBNU) 건설IT 연구실에서 건설IT 분야 관련 연구들을 수행하였음.

광주과학기술원 (GIST) SDDO 연구실에서 PHM 관련 연구를 수행하고자 함.

Techs that I've used at least once