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경력

  • 2025.01.01 ~ 현재 : 한국정보기술학회 , 국문논문지편집위원장
  • 2024.09.01 ~ 현재 : 한국교원대학교 , 조교수
  • 2023.02.28 ~ 2023.12.31 : 한국정보처리학회 , 학회논문지 편집위원
  • 2021.01.01 ~ 현재 : 한국정보기술학회 , 부회장(학회지담당)
  • 2020.03.20 ~ 2024.08.31 : (주)키웨이브 , 기술고문
  • 2020.03.01 ~ 2024.08.31 : 대구가톨릭대학교 SW중심대학사업단 , SW기초교육센터장
  • 2020.01.01 ~ 2020.06.30 : 한국교육학술정보원 , 진로교육 실감형 콘텐츠 자문위원
  • 2020.01.01 ~ 현재 : 한국정보기술학회 , 국문논문지 편집위원
  • 2019.09.01 ~ 2024.08.31 : 대구가톨릭대학교 , 조교수
  • 2019.03.01 ~ 현재 : IEEE , Member
  • 2002.01.01 ~ 2019.08.31 : 한국전자통신연구원(ETRI) , 책임연구원

학력

  • 2016.02.19 : 포항공과대학교 , 박사(PhD) (대한민국)
  • 2002.02.20 : 포항공과대학교 , 석사(MS) (대한민국)

논문

  • 2025.04.27 : "Deep Feature Fusion via Transfer Learning for Multi-Class Network Intrusion Detection" (Applied Sciences(SCIE))
  • 2025.01.07 : "Feature Fusion Model Using Transfer Learning and Bidirectional Attention Mechanism for Plant Pipeline Leak Detection" (Applied Sciences(SCIE))
  • 2024.12.15 : "Series-arc-fault diagnosis using feature fusion-based deep learning model" (ETRI Journal(SCIE))
  • 2024.08.02 : "Automatic Weight Redistribution Ensemble Model Based on Transfer Learning to Use in Leak Detection for the Power Industry" (Sensors(SCIE))
  • 2024.07.03 : "Unsupervised Learning-Based Plant Pipeline Leak Detection Using Frequency Spectrum Feature Extraction and Transfer Learning" (IEEE Access(SCIE))
  • 2023.10.31 : "Transfer Learning-Based Feature Fusion Model for Classification of Maneuver Weapon System" (Journal of Information Processing Systems(ESCI)))
  • 2022.09.20 : "TL-LEDarcNet: Transfer Learning Method for Low-Energy Series DC Arc-Fault Detection in Photovoltaic Systems" (IEEE Access(SCIE))
  • 2022.07.24 : "Multi-Beam Forming and Optimization for Active Phased Array Antenna Using Genetic Algorithm" (Progress In Electromagnetics Research M(ESCI))
  • 2021.12.31 : "Deep-Learning-Based Nuclear Power Plant Fault Detection using Remote Light-Emitting Diode Array Data Transmission" (Microwave and Optical Technology Letters(SCIE))
  • 2021.04.20 : "Adversarial optimization-based Knowledge Transfer of Layer-wise Dense Flow for Image Classification" (Applied Sciences(SCIE))
  • 2020.12.31 : "Compressive Sensing-Based Two-Dimensional Scattering Center Extraction for Incomplete RCS data" (ETRI Journal(SCIE))
  • 2020.04.22 : "Densely Distilled Flow-Based Knowledge Transfer in Teacher-Student Framework for Image Classification" (IEEE Transactions on Image Processing(SCIE))
  • 2019.10.03 : "Teacher-Student Framework-Based Knowledge Transfer with Incremental Block-Wise Retraining" (IET Electronics Letters(SCIE))
  • 2019.09.05 : "Multiple Flow-based Knowledge Transfer via Adversarial Networks" (IET Electronics Letters(SCIE))
  • 2019.04.30 : "Layer-Wise Hint-Based Training for Knowledge Transfer in a Teacher-Student Framework" (ETRI Journal(SCIE))

학회발표

  • 2024.04.26 : "Study on the Arch-Fault Detection Transformer Model Based on Dual Multi-Head Attention" [International Conference on Advanced Information Technology (ADINTECH 2024)]
  • 2024.04.26 : "Leak Detection Study of Plant Pipelines Using TadGAN-Based Unsupervised Learning Structure" [International Conference on Advanced Information Technology (ADINTECH 2024)]
  • 2023.11.09 : "A Study on Series DC Arc-Fault Detection in Distributed Energy Resources Using an Attention Mechanism-Based Deep Learning Technique" [Asia-Pacific Forum on Renewable Energy 2023 (AFORE 2023)]
  • 2018.10.18 : "A Study on Improvement of Resource Efficiency for IoT-based Pipe Leak Detection" [International Conference on ICT Convergence (ICTC 2018)]
  • 2018.10.09 : "Sequential Knowledge Transfer in Teacher-Student Framework Using Densely Distilled Flow-Based Information" [IEEE Conference on Image Processing (2018 ICIP)]
  • 2018.10.08 : "Deep-Learning-Based Pipe Leak Detection Using Image-Based Leak Features" [IEEE Conference on Image Processing (2018 ICIP)]
  • 2018.01.30 : "A Framework on Semantic Retrieval Method in IoT and IoE Environment" [2018 International Conference on Platform Technology and Service (PlatCon-18)]
  • 2017.07.24 : "A Gift from Knowledge Distillation: Fast Optimization, Network Minimization and Transfer learning" [IEEE Conference on Computer Vision and Pattern Recognition (2017 CVPR)]

수상경력

  • 2024.11.22 [한국정보기술학회] 한국정보기술학회 추계 종합학술대회 우수논문상(동상)
  • 2024.07.11 [한국과학기술단체총연합회] 2024년 제34회 과학기술우수논문상
  • 2024.05.24 [한국정보기술학회] 한국정보기술학회 하계 종합학술대회 우수논문상(은상)
  • 2024.04.28 [Korean Institue of Information Technology] Best Paper Award(The 5th International Conference on Advanced Information Technology)
  • 2023.11.24 [한국정보기술학회] 한국정보기술학회 추계 종합학술대회 우수논문상(은상)
  • 2023.06.02 [한국정보기술학회] 한국정보기술학회 하계 종합학술대회 우수논문상(금상)
  • 2022.12.02 [한국정보기술학회] 한국정보기술학회 추계 종합학술대회 우수논문상(은상)
  • 2022.06.03 [한국정보기술학회] 한국정보기술학회 하계 종합학술대회 우수논문상(은상)
  • 2021.11.26 [한국정보기술학회] 한국정보기술학회 추계 종합학술대회 우수논문상(은상)
  • 2021.06.04 [한국정보기술학회] 한국정보기술학회 하계 종합학술대회 우수논문상(금상)
  • 2020.11.09 [ETRI Journal(SCIE)] Featured Article
  • 2012.01.02 [한국전자통신연구원 원장] 2011년 우수 1-1-1 아이디어상