Artificial Intelligence Major
Prof. Hogeon Seo서호건
Email : hogeony@ust.ac.kr, hogeony@kaeri.re.kr, hogeony@hogeony.com Tel : +82-42-866-6520
2023 ~ Present Associate Professor, Artificial Intelligence Major, UST
2020 ~ Present Director of International Affairs, The Korean Society of Nondestructive Testing (KSNT)
2019 ~ Present Senior Researcher, Applied Artificial Intelligence Section, KAERI
Multimodal Data Fusion AI
AI-powered Nondestructive Testing & Evaluation
Simulation-to-Real Transfer Learning
Physics-informed Machine Learning
Data Augmentation for AI
2018 Ph.D., Convergence Mechanical Engineering, Hanyang University
2013 B.S., Mechanical Engineering, Hanyang University
2018 ~ 2019 Post Doctoral Researcher, Artificial Intelligence Laboratory, GIST
(On-going)
2024 ~ Present SMR Core and Hydrothermal AI-based Simulation Technology Development, MSICT
2024 ~ Present Research on Foundational Technologies to Improve the Applicability of Artificial Intelligence in the Nuclear Energy Field, KAERI
2023 ~ Present Data-Based Nuclear Cycle Facility Core Facility Predictive Diagnosis and Facility Management Technology Development, KAERI
2023 ~ Present Flaw Detection in Ultrasonic Nondestructive Evaluation based on Meta-learning using Wave Propagation Surrogate Model, NRF
2023 ~ Present HANARO Secondary System Cooling Pump Predictive Diagnosis and Facility Management Technology Development, KAERI
(Completed)
2020 ~ 2023 AI-based Real-time Multidisciplinary Computational Mechanics Analysis and Design Digital Twin Development Convergence Cluster, MSICT
2020 ~ 2022 Development of Pressure System Intelligent Coupling Detection and Predictive Diagnosis Technology Based on Deep Learning, MSICT
2020 ~ 2022 Development of Technology for Quantitative Assessment of Long-term Health of Disposal Structures using Damage Evolution Characteristics, MSICT
2021 ~ 2022 Developing a Deep Learning Solver to Reduce Iterations of Topology Optimization, Hyundai Motor Company
2021 ~ 2022 Ultrasound and Electromagnetic Wave Sensing Fusion Technology to Visualize the Shaded Area of Laser Scan, KAERI
2020 ~ 2022 Development of Three-Dimensional Spatial Information Processing Technology for Nuclear Facility Decommissioning, MSICT
2020 ~ 2020 Pilot Study on Shaded Area Visualization in Laser Scan Via Ultrasonic Diffraction Synthetic Aperture Imaging, KAERI
2020 ~ 2020 Capacity Building Project for AI Specialized Companies (Track 2: AI Solution and Pilot Production), Linkgenesis
2020 ~ 2020 Strengthening the Stability of HANARO and Research Facilities through Intelligent Research Facility Operation, KAERI
2020 ~ 2020 Developed Automated Traceability Technology for Low- And Intermediate-Level Radioactive Waste Drums and Packages, MSICT
2019 ~ 2020 Preliminary Research on the Application of Intelligent Computer Technology to Nuclear Energy, KAERI
2019 ~ 2019 Developed AI Technology to Understand Unstructured Multi-Modal Information From Assembly Instructions to Generate and Validate Work Plans for Building Furniture in Real and Virtual Environments, MSICT
2019 ~ 2019 Artificial Intelligence-based Mold Part Feature Recognition, SAMSUNG Electronics
2019 ~ 2019 Deep Learning-based Voice Detection for Sound-Haptic Transfer, Dongwoon Anatech
2019 ~ 2019 Intelligent UI/UX Development for AR Glass-based Docent Management, MCST
2018 ~ 2019 Artificial Intelligence-based Algorithm Development for Sleep Analysis and Diagnosis of Sleep Apnea Syndromes, GIST
2017 ~ 2018 Development of Ultrasonic Residual Stress Assessment System, SAMSUNG Electronics
2016 ~ 2016 Development of Laser Ultrasonic Testing System for Diagnosis of Surface/Sub-surface Defects, SAMSUNG Electronics
2014 ~ 2014 Technical Consultation for Defect/Material Property Measurement via Nondestructive Testing, SAMSUNG Electronics
2013 ~ 2018 Development of Linear/Nonlinear Hybrid Ultrasonic Techniques (UNIS & UNET) for Diagnosis of Hidden Damage in Structural Materials, MSICT
2013 ~ 2018 The Assessment of the Material Property Variation by using Nonlinear Frequency Characteristic of Surface Waves generated by Laser Beams, NRF
2012 ~ 2012 Analysis Study on Damage by High-power Laser, ADD
2012 ~ 2013 Development of Nonlinear Ultrasonic Technology for Diagnosis of Micro-damage in Materials, National Research Foundation of Korea
2012 ~ 2012 Development of Laser-based Nonlinear Surface Acoustic Wave Technology for Prognosis of Nuclear Facility Damage, KISTEP
Google Scholar : https://scholar.google.com/citations?user=4llqDpUAAAAJ
(International Journal)
Seunghyoung Ryu, Yonggyun Yu, Hogeon Seo*, Can Untrained Neural Networks Detect Anomalies?, IEEE Transactions on Industrial Informatics, 20.4, 6477-6488 (2024), https://doi.org/10.1109/TII.2023.3345461
Seongju Lee, Yeonguk Yu, Seunghyeok Back, Hogeon Seo, Kyoobin Lee*, SleePyCo: Automatic sleep scoring with feature pyramid and contrastive learning, Expert Systems with Applications, 240, 122551 (2024), https://doi.org/10.1016/j.eswa.2023.122551
Hee-Sun Choi, Yonggyun Yu, Hogeon Seo*, Symmetry-Informed Surrogates with Data-Free Constraint for Real-Time Acoustic Wave Propagation, Applied Acoustics, 214, 109686 (2023), https://doi.org/10.1016/j.apacoust.2023.109686
Hogeon Seo, Sangjun Noh, Sungho Shin, Kyoobin Lee*, Probability propagation for faster and efficient point cloud segmentation using a neural network, Pattern Recognition Letters, 170, 24-31 (2023), https://doi.org/10.1016/j.patrec.2023.04.010
Seunghyoung Ryu, Byoungil Jeon, Hogeon Seo, Minwoo Lee, Jin-Won Shin, Yonggyun Yu*, Development of deep autoencoder-based anomaly detection system for HANARO, Nuclear Engineering and Technology (2022), https://doi.org/10.1016/J.NET.2022.10.009
Seunghyoung Ryu, Jiyeon Yim, Junghoon Seo, Yonggyun Yu, Hogeon Seo*, Quantile Autoencoder with Abnormality Accumulation for Anomaly Detection of Multi-variate Sensor Data, IEEE Access (2022), https://doi.org/10.1109/ACCESS.2022.3187426
Hogeon Seo, Seunghyoung Ryu, Jiyeon Yim, Junghoon Seo, Yonggyun Yu*, Quantile Autoencoder for Anomaly Detection, AAAI 2022 Workshop on AI for Design and Manufacturing (ADAM) (2021), https://openreview.net/forum?id=yG0EWFkvyjB
Hogeon Seo*, Sungmoon Joo, Influence of Preprocessing and Augmentation on 3D Point Cloud Classification Based on a Deep Neural Network: PointNet, 2020 20th International Conference on Control, Automation and Systems (ICCAS), 895-899 (2020), https://doi.org/10.23919/ICCAS50221.2020.9268197
Hogeon Seo, Seunghyeok Back, Seongju Lee, Deokhwan Park, Tae Kim, Kyoobin Lee*, Intra-and inter-epoch temporal context network (IITNet) using sub-epoch features for automatic sleep scoring on raw single-channel EEG, Biomedical Signal Processing and Control, 61 (2020), https://doi.org/10.1016/J.BSPC.2020.102037
Jihyun Jun, Hogeon Seo*, Kyung-Young Jhang*, Nondestructive Evaluation of Thermal Aging in Al6061 Alloy by Measuring Acoustic Nonlinearity of Laser-Generated Surface Acoustic Waves, Metals, 10.1 (2019), https://doi.org/10.3390/MET10010038
Mengmeng Li, Alexey Lomonosov, Zhonghua Shen, Hogeon Seo, Kyung-Young Jhang, Vitalyi Gusev*, Chenyin Ni*, Monitoring of thermal aging of aluminum alloy via nonlinear propagation of acoustic pulses generated and detected by lasers, Applied Sciences, 9.6, 1191 (2019), https://doi.org/10.3390/APP9061191
Hogeon Seo, Do-Kyung Pyun, Kyung-Young Jhang*, Synthetic aperture imaging of contact acoustic nonlinearity to visualize the closing interfaces using tone-burst ultrasonic waves, Mechanical Systems and Signal Processing (2018), https://doi.org/10.1016/J.YMSSP.2018.08.025
Hogeon Seo, Jihyun Jun, Kyung-Young Jhang*, Assessment of Thermal Aging of Aluminum Alloy by Acoustic Nonlinearity Measurement of Surface Acoustic Waves, Research in Nondestructive Evaluation, 28.1, 3-17 (2017), https://dx.doi.org/10.1080/09349847.2016.1261213
Hogeon Seo, Jin-Gyum Kim, Sunghee Yoon, Kyung-Young Jhang*, Determination of Laser Beam Intensity to maximize Amplitude of Ultrasound generated in Ablation Regime via monitoring Plasma-induced Air-borne Sound, International Journal of Precision Engineering and Manufacturing, 16.13, 2641-2645 (2015), https://dx.doi.org/10.1007/S12541-015-0338-0
Sungho Choi, Hogeon Seo, Kyung-Young Jhang*, Noncontact Evaluation of Acoustic Nonlinearity of a Laser-generated Surface Wave in a Plastically Deformed Aluminum Alloy, Research in Nondestructive Evaluation, 26.1, 13-22 (2015), https://dx.doi.org/10.1080/09349847.2014.934496
Hogeon Seo, Kyung-Young Jhang*, Kyung-Cho Kim, Dong-Pyo Hong, Improvement of Crack Sizing Performance by using Nonlinear Ultrasonic Technique, International Journal of Precision Engineering and Manufacturing, 15.11, 2461-2464 (2014), https://dx.doi.org/10.1007/S12541-014-0614-4
Hogeon Seo, Kyoungjun Lee, Kyung-Young Jhang*, In-line Ultrasonic Monitoring for Sediments stuck on Inner Wall of a Polyvinyl Chloride Pipe, The Scientific World Journal, 731621 (2014), https://dx.doi.org/10.1155/2014/731621
(Patent)
Method for Estimating Coordinates of Virtual Object, 10-2316389 (2021)
Method for Acquiring Physical Status Information Using Non-contact Sensor, 10-2249237 (2021)
Method for Optimizing Sleep, 10-2133314 (2020)
Imaging Device Using Non-linear Property of Ultrasonic Wave and Method for the Same, 10-1883987 (2018)
Slit Mask for generating Laser-generated Surface Wave using Elastic Tube, 10-1719433 (2017)
Slit Mask for generating Laser-generated Surface Wave using Screen of Folding Fan Shape, 10-1719434 (2017)
Thickness Meter using Ultrasonic Wave and Thickness Measuring Method of the Same, 10-1550706 (2015)
2020 ~ Present Director of International Affairs, KSNT
2023 Advancing NDT&E Paradigms powered by Artificial Intelligence (Invited Talk, The Japanese Society for Non-Destructive Inspection)
2018 Artificial Intelligence-based Non-contact Sleep Stage Scoring & Apnea Non-invasive Treatment (Invited Talk, Electronics and Telecommunications Research Institute)
2018 Automated Sleep Stage Scoring based on Deep Learning of EEG Signal& Non-contact Respiration Monitoring based on Deep Learning of UWB Radar Signal (Invited Talk, Gwangju Institute of Science and Technology)
2018 Ultrasonic NDT in Aerospace (Invited Talk, Air Force Logistics Command, Republic of Korea Air Force)
2023.07 ~ Present Exploring AI Models with AutoML Course (KIRD)
2022.05 ~ Present Expert Consulting on AI Applications in the Fields of Medicine, Bio, Chemistry, Drug Discovery, and Robotics (KIRD)
2023.02 ~ 2023.08 Career Development Course Mentoring (KIRD)
2021.12 ~ 2022.01 Microlearning Deep Learning Content for AI Fundamentals and Application Training (KIRD)
2021.10 ~ 2021.11 Digital Transformation Specialist Course: Chemistry, Healthcare (KIRD)
2021.09 ~ 2021.09 AI Hub Course: Developing Regression Models With Deep Learning From Time Series Data (KAERI)
2019.02 ~ 2019.06 SDSA Data Science - Technical & Non-technical Courses (Saltlux, Inc.)
2013.08 ~ 2017.08 Sensor and Instrumentation Engineering (Hanyang University)
2024.05 The Young Achiever Award - The 20th World Conference on Non-Destructive Testing (International Committee for Nondestructive Testing)
2023.12 Best Poster Award, Journal of the Korean Society for Nondestructive Testing 2023 (Korean Society of Nondestructive Testing)
2023.05 Best Paper Award, Journal of the Korean Society for Nondestructive Testing 2022 (Korean Society of Nondestructive Testing)
2023.04 2023 Best Teaching Award (Korea Institute of Human Resources Development in Science and Technology)
2022.07 Best Paper Award, Applied Artificial Intelligence Conference 2022 (AIFrenz)
2022.05 2021 Best Teaching Award (Korea Institute of Human Resources Development in Science and Technology)
2022.05 Best Paper Award, Journal of the Korean Society for Nondestructive Testing 2021 (Korean Society of Nondestructive Testing)
2021.07 Best Paper Presentation Award, Korean Society of Nondestructive Testing 2021 Spring Conference (Korean Society of Nondestructive Testing)
2021.06 Outstanding Young Researcher Award, 36th International Conference on Control, Robotics and Systems (Institute of Control, Robotics and Systems)
2020.11 Honorable Mention Award, 5th KSME-SEMES Open Innovation Challenge (Korean Society of Mechanical Engineers)
2019.11 Best Paper Award (Korean Institute of Smart Media)
2019.01 Significant New Researcher Award of KRoC 2019 (Korea Robotics Society)
2013.03 Global Ph.D. Fellowship Program (National Research Foundation of Korea)
2012.05 Capstone Design in Department of Mechanical Engineering Department - 1st Prize (Hanyang University)
(Combined Master's-Doctoral Students)
Jaejun Lee (이재준) wowns1484 {at} gmail.com
(MS Students)
