교수소개
교수소개
 학과소개 교수소개 전임교수
이름
서형준
전공
지반공학
TEL
02-970-6590
E-mail
hjseo@seoultech.ac.kr
연구실
아름관 330호
학력
학사 (02.2007.) 토목환경공학과, 고려대학교
박사 (02.2013.) 지반공학 전공, 건축사회환경공학과, 고려대학교
주요 경력
02.2013. ~ 10.2013. 연구교수, 고려대학교
11.2013. ~ 07.2014. 방문교수, University of Cambridge
08.2014. ~ 07.2016. 연구원, University of Cambridge
08.2016. ~ 06.2020. 조교수, Xi’an Jiaotong Liverpool University
08.2020. ~ 03.2024. 조교수, University of Liverpool
04.2024 ~ 현재 조교수, 서울과학기술대학교
연구 분야
◾ AI기반 데이터 분석 알고리즘 개발
- 딥러닝 알고리즘 개발
- 머신러닝 알고리즘 개발
◾ 스마트 모니터링 시스템
- 분포형광섬유센싱
- 무선 센싱
- 실시간 모니터링
◾ 리모트 센싱 시스템
- 인공위성 모니터링
- 드론 모니터링
- LiDAR 모니터링 (레이저 스캐닝)
◾ 미래 예측 모니터링 시스템 개발
◾ 남극/북극 극지 탐사
◾ 지반공학 및 Geo-hazards
- 터널/말뚝/흙막이벽/사면
- 산사태
주요논문 및 저서
1) Yao, S., Guan, R., Wu, Z., Ni, Y., Huang, Z., Liu, R. W., Yue, Y., Ding, W., Lim, E. G., Seo, H., Man, K. L., Ma, J., Zhu, X., Yue, Y., “WaterScenes: A Multi-Task 4D Radar-Camera Fusion Dataset and Benchmarks for Autonomous Driving on Water Surfaces.” IEEE Transactions on Intelligent Transportation Systems, 10.1109/TITS.2024.3415772.
2) Fu, R., Zhang, C.*, Kan, R., Liu, Y., Seo H. (2024) “Virtual reality–based simulation for assessing building fire safety design.” Simulation, 00375497231225980.
3) Alseid, B., Chen, J., Huang, H., Seo, H.* (2024) “Automatic Detection of Traces in 3D Point Clouds of Rock Tunnel Faces Using a Novel Roughness-CANUPO Method.” Journal of Civil Structural Health Monitoring, 10.1007/s13349-024-00808-7.
4) Seo, H.*, Shi, Y., Fu, L. (2024) “Automatic damage detection of pavement through DarkNet analysis of digital, infrared, and multi-spectral dynamic imaging images.”, Sensors 24 (2), 464
5) Chen, J., Seo, H., Gao, C., Fang, Q., Zhang, D., Huang, H. (2024) A Comprehensive Method for Similarity Evaluation in Discrete Fracture Network Modeling of Jointed Rock Masses, Rock Mechanics and Rock Engineering, 1-15.
6) Alazmi, A., Seo, H. *(2023). “Thermal Displacement Mapping for Detecting Thermal Expansion of Heritage Building During Heatwave Using 3D Laser Scanning.”, Journal of Building Engineering, 100226.
7) Seo, H. *, Raut, A. D., Chen, C., Zhang, C. (2023) “Multi-Label Classification and Automatic Damage Detection of Masonry Heritage Building through CNN Analysis of Infrared Thermal Imaging.” Remote sensing, 15 (10), 2517
8) Chen, C., Seo, H. * (2023) “Prediction of rock mass class ahead of TBM excavation face by ML and DL algorithms with Bayesian TPE optimization and SHAP feature analysis.” Acta Geotechnica, 1-24.
9) Yao, S., Guan, R., Huang, X., Li, Z., Sha, X., Yue, Y., Lim, E. G., Seo, H., Man, K. L., Zhu, X., Yue, Y. (2023) Radar-camera fusion for object detection and semantic segmentation in autonomous driving: A comprehensive review, IEEE Transactions on Intelligent Vehicles, 10.1109/TIV.2023.3307157.
10) Chandra, S., AlMansoor, K., Chen, C., Shi, Y., Seo, H. * (2022) “Deep Learning Based Infrared Thermal Image Analysis of Complex Pavement Defect Conditions Considering Seasonal Effect.” Sensors, 22 (23), 9365
11) Chen, C., Chandra, S., Seo H. * (2022) “Automatic Pavement Defect Detection and Classification Using RGB-Thermal Images Based on Hierarchical Residual Attention Network.” Sensors 22 (15), 5781
12) Zhao, Y., Seo, H. *, Chen, C. (2022) “Displacement Analysis of Point Cloud Removed Ground Collapse Effect in SMW by CANUPO Machine Learning Algorithm.” Journal of Civil Structural Health Monitoring, 10.1007/s13349-022-00555-7
13) Seo, H. *, Zhao, Y., Chen, C. (2022) “Displacement Mapping of Point Clouds for Retaining Structure Considering Shape of Sheet Pile and Soil Fall Effects During Excavation.” Journal of Geotechnical and Geoenvironmental Engineering, ASCE, 148 (5), 10.1061/(ASCE)GT.1943-5606.0002800
14) Chen, C., Chandra, S., Han, Y., Seo. H. * (2022) “Deep Learning-Based Thermal Image Analysis for Pavement Defect Detection and Classification Considering Complex Pavement Conditions.” Remote Sensing 14 (1), 106.
15) Zhao, Y., Han, Y., Chen, C., Seo, H. * (2022) “Crack Detection in Frozen Soils Using Infrared Thermographic Camera.” Sensors, 22 (3), 885.
16) Chen, C., Seo, H. *, Jun, C. H., Zhao Y. (2022) “A potential crack region method to detect crack using image processing of multiple thresholding.” Signal, Image and Video Processing, 1-9.
17) Seo, H. J. *, and Zhao, Y., Chen, C. (2021). “Displacement Estimation Error in Laser Scanning Monitoring of Retaining Structures Considering Roughness.” Sensors, 21, 2713.
18) Kim, S. Y., Na, W., Jun, C . *, Seo, H., Kim, Y. (2021) “Hydrological Performance of Green Roof Systems: A Numerical Investigation.” Frontiers in Environmental Science, 627.
19) Seo, H. * (2021). “Infrared thermography for detecting cracks in pillar models with different reinforcing systems.” Tunnelling and Underground Space Technology, 116, 104118.
20) Chen, M., Jun, C. H., Seo, H. * (2021). “Investigating Event-based Temporal Patterns of Design Rainfall in a Tropical Region.” Hydrological Sciences Journal, 66 (13), 1986-1996
21) Chen, C., Seo, H. *, Zhao, Y. (2021). “A novel pavement transverse cracks detection model using WT-CNN and STFT-CNN for smartphone data analysis.” International Journal of Pavement Engineering, 1-13, https://doi.org/10.1080/10298436.2021.1945056
22) Zhao, Y., Seo, H. *, Chen, C. (2021) “Displacement Mapping of Point Clouds: Application of Retaining Structures Composed of Sheet Piles.” Journal of Civil Structural Health Monitoring, 1-16, https://doi.org/10.1007/s13349-021-00491-y.
23) Seo, H. * (2021). “Tilt Mapping for Zigzag-shaped Concrete Panel in Retaining Structure using Terrestrial Laser Scanning.” Journal of Civil Structural Health Monitoring, 1-15, https://doi.org/10.1007/s13349-021-00484-x.
24) Chen, C., Seo, H. *, Jun, C. H., and Zhao, Y. (2021). “Pavement Crack Detection and Classification Based on Fusion Feature of LBP and PCA with SVM.” International Journal of Pavement Engineering, https://doi.org/10.1080/10298436.2021.1888092.
25) Seo, H. * (2021). “3D Roughness Measurement of Failure Surface in CFA Pile Samples Using Three Dimensional Laser Scanning.” Applied Sciences, 11(6), https://doi.org/10.3390/app11062713.
26) Seo, H. * (2021), “Long-term Monitoring of Zigzag-shaped Concrete Panel in Retaining Structure using Laser Scanning and Analysis of Influencing Factors.” Optics and Lasers in Engineering, 139, https://doi.org/10.1016/j.optlaseng.2020.106498.
27) Seo, H. * (2020), “Monitoring of CFA Pile Test using Three Dimensional Laser Scanning and Distributed Fibre Optic Sensors” Optics and Lasers in Engineering, 130, https://doi.org/10.1016/j.optlaseng.2020.106089.
28) Seo, H., Lee, I. M., Ryu, Y. M., Jung, J. H.* (2019). “Mechanical Behavior of Hybrid Soil Nail-Anchor System.” KSCE Journal of Civil Engineering, 23, 4, 4201-4211.
29) Pelecanos L.*, Soga, K., Elshafie, M. Z. E. B., Battista, N., Kechavarzi, C., Gue, C. Y., Ouyang, Y., Seo, H. (2018). “Distributed Fibre Optic Sensing of Axially Loaded Bored Piles.” Journal of Geotechnical and Geoenvironmental Engineering, ASCE, 144, 3, 1-16.
30) Seo, H., Pelecanos L., Kwon Y.S., Lee, I. M.* (2017). “Net Load-displacement Estimation in Soil-nailing Pullout Tests.” Proceedings of the Institution of Civil Engineers: Geotechnical engineering, 170, 6, 534-547.
31) Seo, H., Choi, H., Park, J., Park, J., Lee, I. M.* (2017). “Crack Detection in Pillars Using Infrared Thermographic Imaging.” Geotechnical Testing Journal, ASTM, 40, 3, 371-380.
32) Park, J., Lee, K. H., Seo, H., Ryu, J., Lee, I. M.* (2017). “Role of Induced Electrical Polarization to Identify Soft Ground Fractured Rock Conditions.” Journal of Applied Geophysics, 137, 63-72.
33) Seo, H., Choi, H., Lee, I. M.* (2016). “Numerical and Experimental Investigation of Pillar Reinforcement with Pressurized Grouting and Pre-stress.” Tunnelling and Underground Space Technology, 54, 135-144.
34) Lee, K. H., Seo, H. J., Park, J., Park, J., Lee, I. M.* (2016). “A probabilistic assessment of ground condition prediction ahead of TBM tunnels combining each geophysical prediction method.” Journal of Korean Tunnel Underground Space Association, 18(3), 257-272
35) Seo, H., Choi, H., Lee, K. H., Bae, G. J., Lee, I. M.* (2014) “Pillar-reinforcement technology beneath existing structures: Small-scale model tests.” KSCE Journal of Civil Engineering, 18(3), 819-826.
36) Seo, H., Lee, I. M., Lee, S. W.* (2014). “Optimization of Soil Nailing Design Considering Three Failure Modes.” KSCE Journal of Civil Engineering, 18(2), 488-496.
37) Seo, H. J., Lee, I. M.* (2014). “Shear Behavior between Ground and Soil-Nailing.” Journal of Korean Geotechnical Society, 30(3), 5-16.
38) Seo, H., Jeong, K. H., Choi, H. S., Lee, I. M.* (2012). “Pullout Resistance Increase of Soil Nailing Induced by Pressurized Grouting.” Journal of Geotechnical and Geoenvironmental Engineering, ASCE, 138(5), 604-613.
39) Park, J. J., Shin, J. C., Hwang, J. H., Lee, K. H., Seo, H. J., Lee, I. M.* (2012). “Assessment of over/under-break of tunnel utilizing BIM and 3D laser scanner.” Journal of Korean Tunnelling and Underground Space Association, 14(4), 437-451.
40) Lee, K. H., Seo, H. J., Park, J. H., Ahn, H. Y., Kim, K. S., Lee, I. M.* (2012). “A study on correlation between electrical resistivity obtained from electrical resistivity logging and rock mass rating in-situ tunnelling site.” Journal of Korean Tunnelling and Underground Space Association, 14(5), 503-516.
41) Seo, H. J., Park, S. W., Jeong, K. H., Choi, H. S., Lee, I. M.* (2009). “Pullout Resistance of Pressurized Soil-Nailing by Cavity Expansion Theory.” Journal of Korean Geotechnical Society, 25(7), 35-46.
42) Seo, H. J., Kim, H. R., Jeong, N. S., Lee, I. M.* (2010). “Behavioral Mechanism of Hybrid Model of Soil-nailing and Compression Anchor.” Journal of Korean Geotechnical Society, 26(7), 117-133.
43) Seo, H. J., Kim, H. R., Han, S. I., Lee, I. M.* (2012). “Load Transfer Mechanism of Hybrid Model of Soil-nailing and Compression Anchor.” Journal of Korean Geotechnical Society, 28(1), 55-66.
44) Seo, H. J., Lee, G. H., Park, J. J., Lee, I. M.* (2012). “Optimization of Soil-Nailing Designs Considering Three Failure Modes.” Journal of Korean Geotechnical Society, 28(7), 5-16.
45) Seo, H. J., Lee, G. H., Park, J. J., Lee, I. M.* (2012). “A numerical study of pillar reinforcing effect in underground cavern underneath existing structures.” Journal of Korean Tunnelling and Underground Space Association, 14(5), 453-467.
학술대회
Keynote lecture
Soga K., Kwan V., Pelecanos L., Rui Y., Schwamb T., Seo H., and Wilcock M. (2015). “The role of distributed sensing in understanding the engineering performance of geotechnical structures.", 15th European Conference on Soil Mechanics and Geotechnical Engineering, Edinburgh, UK. 13-17 September, 2015.
Seo H. “Automatic damage detection and prediction model using deep learning algorithm in geotechnical structures.” 7th International Symposium on Opto-electronic Sensor-based Monitoring in Geo-engineering, Nanjing, China. 3-5 December, 2021.

Invited talk
Seo H. (2015). “Utilising laser scanning monitoring to evaluate the performance of slopes above a tunnel entrance.”, GE Slope Engineering and Geotechnical Asset Management 2015, London, UK. 18-19 November, 2015.
Seo H. (2021). “Artificial Intelligence and SMART Monitoring System for Geotechnical Structure.” 2021 Future-Shaping ACE (Architecture, Civil, and Environment) Congress, Seoul, South Korea, 23-26 August, 2021.

국제학회논문 발표
Seo, H. J., Kim, H. R., Jeong, N. S., Shin, Y. J., Lee, I. M.* (2011). “Behavior of hybrid system of soil-nailingand compression anchor.", The 14th Asian Regional Conference on Soil Mechanics and GeotechnicalEngineering, Hong Kong, China. 23-17 May, 2011.
Seo, H. J., Han, S. I., Park, J. H., Lee, I. M.* (2012). “A Reinforcing Method for Underground RainwaterDetention Cavern Underneath Existing Structures.", World Tunnel Congress & 38th General Assembly,Bangkok, Thailand, 20-23 May, 2012.
Seo, H. J., Lee, I. M.* (2013). “A Study of Pillar-reinforcing Technology Underneath Existing Structures:Laboratory Test.", International Symposium on Tunnelling and Underground Space Construction forSustainable Development , TU-Seoul 2013, Seoul, Korea.
Han, S. I., Jo, D. J., Lee, J. H., Jung, Y. W., Seo, H. J., Lee, I. M.* (2013). “Reinforced-pillar system in multi-placed caverns for rainwater detention.", World Tunnel Congress & 39th General Assembly, Geneva,Switzerland.
Seo, H. J., Choi, H., Lee, I. M.* (2015). “Crack Detection in Pillar Structure Using Infrared Thermo-graphicImaging.", World Tunnel Congress & 41th General Assembly, Dubrovnik, Croatia.
Wilcock, M. J., Seo, H. J.*, Soga, K., Elshafie, M., Patel, M. (2015). “Monitoring TBM Thrust LoadPropagation along Segmental Concrete Tunnel Lining Using Distributed Optical Fibre Strain Sensing.", WorldTunnel Congress & 41th General Assembly, Dubrovnik, Croatia.
Seo, H. J., Acikgoz, S., Zhao, Y. (2017). “Monitoring of Retaining Wall at Tunnel Entrance using ThreeDimensional Laser Scanning.”, The 2017 World Congress on Advances in Structural Engineering andMechanics (ASEM17), Seoul, Korea, 28 Aug.-01 Sep, 2017.
Seo, H. J., Wilcock, M.J, Soga, K., Elshafie, M., Mair, R.J. (2017). “Distributed fibre optic monitoring of thetime-dependent behaviour of tunnel segmental linings in London clay.”, The 2017 World Congress onAdvances in Structural Engineering and Mechanics (ASEM17), Seoul, Korea, 28 Aug.-01 Sep, 2017.
Seo, H.J., Pelecanos, L. (2017). “Load Transfer In Soil Anchors–Finite Element Analysis Of Pull-Out Tests.”8th International Conference on Structural Engineering and Construction Management, 6 December, Kandy, SriLanka.
Seo, H.J., Pelecanos, L. (2018). “Finite element analysis of soil-structure interaction in soil anchor pull-outtests.”, 9th European Conference on Numerical Methods in Geotechnical Engineering, 25th - 27th June, Porto,Portugal.
Chen, C., Seo, H. J., Zhao, Y., Chen, B., Kim, J. W., Choi, Y., Bang. M., (2019). “Automatic pavement crackdetection based on image recognition.”, International Conference on Smart Infrastructure and Construction2019 (ICSIC), Cambridge, UK, 08-10 July, 2019.
Chen, C., Seo, H. J., Zhao, Y., Chen, B., Kim, J. W., Choi, Y., Bang. M., (2019). “Pavement damage detectionsystem using big data analysis of multiple sensor.” International Conference on Smart Infrastructure andConstruction 2019 (ICSIC), Cambridge, UK, 08-10 July, 2019.
Seo, H. J., Zhao, Y., Wang, J., (2019). “Monitoring of retaining structures on an open excavation site with 3Dlaser scanning.” International Conference on Smart Infrastructure and Construction 2019 (ICSIC), Cambridge,UK, 08-10 July, 2019.

국내학회 논문 발표
Seo, H. J., Han, S. I., Lee, I. M.* (2012). “A study of Pillar-reinforcing Technology Underneath ExistingStructures: Numerical Analysis.", KTA 2012 Annual Conference, Korean Tunnelling and Underground SpaceAssociation, Seoul, Korea, 25 Apr., 2012.
Seo, H. J., Lee, I. M.* (2012). “Optimization of Soil-Nailing Designs Considering Three Failure Modes.", KGSSpring conference 2012, Korean Geotechnical Society, Gyeonggi, Korea, 22-23 Mar., 2012.
Seo, H. J., Han, S. I., Lee, I. M.* (2011). “A Reinforcing Method of Underground Rainwater Detention CavernUnderneath Existing Structures.", KTA 2011 Annual Conference, Korean Tunnelling and Underground SpaceAssociation, Seoul, Korea, 28 Apr., 2011.
Seo, H. J., Kim, H. R., Jeong, N. S., Lee, I. M.* (2010). “Behavioral Mechanism of Hybrid Model of ABG:Field Test.", KGS Spring conference 2010, Korean Geotechnical Society, Gyeonggi, Korea, 25-26 Mar., 2010.
Seo, H. J., Kim, H. R., Jeong, N. S., Lee, I. M.* (2010). “A Study on the Behavior of ABG Method.", KoreanSociety of Hazard Mitigation conference 2010, Seoul, Korea, 24 Feb., 2010.
Seo, H. J., Park, S. W., Jeong, K. H., Choi, H. S., Lee, I. M.* (2009). “Pullout Resistance Increase in SoilNailing with Pressurized Grouting: Verification of Theoretical Solution.”, KGS Spring conference 2009, KoreanGeotechnical Society, Gyeonggi, Korea, 27-28 Mar., 2009.
Lee, K. H., Park, J. J., Seo, H. J., Lee, I. M.* (2010). “Study for Maintenance of International Road Tunnel inDowntown.", Korean Society of Hazard Mitigation conference 2010, Seoul, Korea, 24 Feb., 2010.
Seo, H. J.*, Wilcock, M. J., Elshafie, M., Soga, K. (2015). “Monitoring TBM Thrust Load Propagation andLong-term Behaviour Using Fibre Optic Sensor.”, KGS Spring conference 2015, Seoul, Korea.
저역서
땅과 문명의 어울림, 지반공학 (2019), CIR
Sustainable Construction Materials (2021), Springer
특허
Inventor, Non-destructive measurement method of pullout resistance in cable structures and device for the same,
2010 (Registration: 1009584050000)
Inventor, A Cavern Pillar Structure using Girders and Prestressed Panelsr, 2013 (Registration: 1012863060000)
연구프로젝트
영국
“Multi-Scale Remote Sensing for Detecting Landslides caused by Human Interaction and Extreme ClimateChange.” EPSRC Early career researcher international collaboration grants, £196,407
“HBMIM: 3D integrated Heritage Building Monitoring Information Model.” EPSRC New Investigator Awards,£355,835
“Satellite and UAV monitoring for assessment of landslide induced by world greening and extreme climatechange.” Participatory Research Fund, £15,000, 01/01/2023 – 31/07/2023
“Case study for HBMIM model application of heritage building.” Research England (RE) participatory researchfund, £ 34,617, 01/08/2021 – 31/07/2022
“Developing Sinkhole Prediction Model (SPM) and building data centre through the exchange of monitoringdata and deep learning analysis technology” ROYAL SOCIETY, £ 12,000, 31/03/2022 – 30/03/2024

국내 및 기타 국가 연구 프로젝트
“Development and Application of Innovative Distributed Fibre Optic Monitoring System in Infrastructure.”Research Development Fund, Suzhou Industrial Park (SIP) and Xi’an Jiaotong Liverpool University
“Development and Application of Innovative Distributed Fibre Optic Monitoring System in Infrastructure.”Postgraduate Research Scholarship (PGRS), Xi’an Jiaotong Liverpool University
“Automatic damage detection of infrastructures using deep learning analysis.” Postgraduate ResearchScholarship (PGRS), Xi’an Jiaotong Liverpool University
“Basic Science Research Program through the National Research Foundation of Korea (NRF)”, Ministry ofEducation of Korea (No. 2013R1A6A3A03059659), ₩ 33,000,000, 01/11/2013 – 31/10/2014.
기타(학회활동 등)
국제전담이사, 한국터널지하공간학회 2024 – 현재
자문위원, 서울교통공사, 2024-2026
자문위원, 익산지반국토관리청, 2024-2026
Associate Editor, KSCE Journal of Civil Engineering (1226-7988): 2022 – 현재
Review Editor, Frontiers in Built Environment (ISSN: 2297-3362): 2023 – 현재
Topic Editor, Journal CivilEng (ISSN: 2673-4109): 2021 – 현재
Editor, Journal of Autonomous Intelligence (eISSN: 2630-5046): 2023 – 현재
Editor, Remote Sensing (ISSN:2315-4675): 2023 – 현재
Editor, Probe-Soil Science (ISSN 2661-3999): 2023 – 현재
Editor, Journal of Korean Tunneling and Underground Space Association (ISSN: 2233-8292): 2018 – 2019

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