이화여자대학교

이형준(李炯俊) 교수

컴퓨터공학과 /인공지능ㆍ소프트웨어학부[대학원]

이형준 프로필 사진 
이형준 교수는 2012년 공과대학 컴퓨터공학과에 부임하여 현재 교수로 지능형 네트워크 시스템 분야의 연구 및 강의를 담당해오고 있다. 서울대학교 전기공학부에서 학사학위를 받았고, 미국 스탠포드대학교 전자공학과에서 석사학위 및 박사학위를 취득하였다. 이후 미국 실리콘밸리 Broadcom과 AT&T Labs에서 60GHz 802.11ad 네트워크 SoC 알고리즘/프로토콜 스택 제작 및 LTE 네트워크 최적화 연구 등을 수행하였다. 현재 사물 인터넷(IoT), 엣지 컴퓨팅 환경에서 경량 AI, 분산 AI, 엣지 AI 구조 연구, 생성 AI를 이용한 실내 측위 시스템, 네트워크 기반 침입탐지 시스템 분야에서 활발히 연구하고 있다.
  • 대학원인공지능·소프트웨어학부장/소프트웨어학부장/컴퓨터공학전공주임교수/컴퓨터공학과장
  • 아산공학관 334호
  • 02-3277-6644
  • 면담 가능시간
    • Tue 1:00pm - 2:00pm
  • 연구관심분야
    • 엣지 AI/경량 AI, 분산 AI, 생성 AI 기반 실내 측위, 엣지 컴퓨팅, 네트워크 기반 침입탐지 시스템
연구실적
  • COOL: Conservation of Output Links for Pruning Algorithms in Network Intrusion Detection IEEE Internet of Things Journal, 2024, v.11 no.5, 8906-8920
    SCIE Scopus dColl.
  • Predictive Path Planning of Multiple UAVs for Effective Network Hotspot Coverage IEEE Transactions on Vehicular Technology, 2023, v.72 no.12, 16683-16700
    SCIE Scopus dColl.
  • EdgePipe: Tailoring Pipeline Parallelism with Deep Neural Networks for Volatile Wireless Edge Devices IEEE Internet of Things Journal, 2022, v.9 no.14, 11633-11647
    SCIE Scopus dColl.
  • JointNIDS: Efficient Joint Traffic Management for On-Device Network Intrusion Detection IEEE Transactions on Vehicular Technology, 2022, v.71 no.12, 13254-13265
    SCIE Scopus dColl.
  • Stacked Autoencoder-Based Probabilistic Feature Extraction for On-Device Network Intrusion Detection IEEE INTERNET OF THINGS JOURNAL, 2022, v.9 no.16, 14438-14451
    SCIE Scopus dColl.
  • StitchNet: Distributed On-Device Model Partitioning Over Edge Devices Under Volatile Wireless Links IEEE ACCESS, 2022, v.10, 110616-110627
    SCIE Scopus dColl.
  • 병렬 딥러닝 기법에 관한 연구 동향 분석 한국통신학회논문지, 2021, v.46 no.10, 1604-1617
    KCI dColl.
  • Infrastructure-Less Vehicle Traffic Density Estimation via Distributed Packet Probing in V2V Network IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, v.69 no.10, 10403-10418
    SCIE Scopus dColl.
  • Rendezvous: Opportunistic Data Delivery to Mobile Users by UAVs Through Target Trajectory Prediction IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, v.69 no.2, 2230-2245
    SCIE Scopus dColl.
  • Time-Dependent Ad-Hoc Routing Structure for Delivering Delay-Sensitive Data Using UAVs IEEE ACCESS, 2020, v.8, 36322-36336
    SCIE Scopus dColl.
  • Timely directional data delivery to multiple destinations through relay population control in vehicular ad hoc network INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2020, v.16 no.5, 1550147720907820
    SCIE Scopus dColl.
  • Towards Persistent Surveillance and Reconnaissance Using a Connected Swarm of Multiple UAVs IEEE ACCESS, 2020, v.8, 157906-157917
    SCIE Scopus dColl.
  • On-Demand Computation Offloading Architecture in Fog Networks ELECTRONICS, 2019, v.8 no.10, 1076
    SCIE Scopus dColl.
  • Constructing full-coverage 3D UAV Ad-Hoc networks through collaborative exploration in unknown urban environments IEEE International Conference on Communications, 2018, v.2018-May
    Scopus dColl.
  • DroneNet+: Adaptive Route Recovery Using Path Stitching of UAVs in Ad-Hoc Networks 2017 IEEE Global Communications Conference, GLOBECOM 2017 - Proceedings, 2018, v.2018-January, 1-7
    Scopus dColl.
  • DroneNetX: Network Reconstruction Through Connectivity Probing and Relay Deployment by Multiple UAVs in Ad Hoc Networks IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, v.67 no.11, 11192-11207
    SCIE Scopus dColl.
  • Adaptive path planning of UAVs for delivering delay-sensitive information to ad-hoc nodes IEEE Wireless Communications and Networking Conference, WCNC, 2017
    Scopus dColl.
  • PUFSec: Device fingerprint-based security architecture for Internet of Things Proceedings - IEEE INFOCOM, 2017
    Scopus dColl.
  • DMirNet: Inferring direct microRNA-mRNA association networks BMC Systems Biology, 2016, v.10
    SCIE Scopus dColl.
  • Deadline-aware packet routing based on optimal charging schedule in electric vehicular networks International Conference on Information Networking, 2016, v.2016-March, 172-177
    Scopus dColl.
  • Proactive patrol dispatch surveillance system by inferring mobile trajectories of multiple intruders using binary proximity sensors Proceedings - IEEE INFOCOM, 2016, v.2016-July
    Scopus dColl.
  • Social-aware data forwarding through scattered caching in disruption tolerant networks IEEE Wireless Communications and Networking Conference, WCNC, 2016, v.2016-September
    Scopus dColl.
  • DroneNet: Network reconstruction through sparse connectivity probing using distributed UAVs IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC, 2015, v.2015-December
    Scopus dColl.
  • Predictive Data Delivery to Mobile Users Through Mobility Learning in Wireless Sensor Networks IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2015, v.64 no.12, 5831-5849
    SCIE Scopus dColl.
  • [학술지논문] Breakwater: Securing Federated Learning from Malicious Model Poisoning via Self-Debiasing IEEE International Conference on Communications (ICC) 2024, 2024, v.1 no.1 , 3975-3980
    SCIE
  • [학술지논문] COOL: Conservation of Output Links for Pruning Algorithms in Network Intrusion Detection IEEE INTERNET OF THINGS JOURNAL, 2024, v.11 no.5 , 8906-8920
    SCIE
  • [학술지논문] Pick-a-back: Selective Device-to-Device Knowledge Transfer in Federated Continual Learning IEEE International Conference on Computer Vision (ECCV) 2024, 2024, v.1 no.1 , 1-18
    SCIE
  • [학술지논문] Predictive Path Planning of Multiple UAVs for Effective Network Hotspot Coverage IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, v.72 no.12 , 16683-16700
    SCIE
  • [학술지논문] VersatileFL: Volatility-Resilient Federated Learning in Wireless Edge Networks IEEE International Conference on Sensing, Communication, and Networking (SECON) Proceeding, 2023, v.1 no.1 , 1-9
    SCIE
  • [학술지논문] JointNIDS: Efficient Joint Traffic Management for On-Device Network Intrusion Detection IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2022, v.71 no.12 , 13254-13265
    SCI
  • [학술지논문] Stacked Autoencoder-Based Probabilistic Feature Extraction for On-Device Network Intrusion Detection IEEE INTERNET OF THINGS JOURNAL, 2022, v.9 no.16 , 14438-14451
    SCIE
  • [학술지논문] EdgePipe: Tailoring Pipeline Parallelism With Deep Neural Networks for Volatile Wireless Edge Devices IEEE INTERNET OF THINGS JOURNAL, 2021, v.9 no.14 , 11633-11647
    SCIE
  • [학술지논문] 병렬 딥러닝 기법에 관한 연구 동향 분석 한국통신학회논문지, 2021, v.46 no.10 , 1604-1617
    KCI
  • [학술지논문] Infrastructure-Less Vehicle Traffic Density Estimation via Distributed Packet Probing in V2V Network IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, v.69 no.10 , 10403-10418
    SCI
  • [학술지논문] PUFGAN: Embracing a Self-Adversarial Agent for Building a Defensible Edge Security Architecture IEEE INFOCOM 2020, 2020, v.1 no.1 , 904-913
    SCI
  • [학술지논문] Rendezvous: Opportunistic Data Delivery to Mobile Users by UAVs Through Target Trajectory Prediction IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, v.69 no.2 , 2230-2245
    SCI
  • [학술지논문] Time-Dependent Ad-Hoc Routing Structure for Delivering Delay-Sensitive Data Using UAVs IEEE ACCESS, 2020, v.8 no.0 , 36322-36336
    SCIE
  • [학술지논문] Timely directional data delivery to multiple destinations through relay population control in vehicular ad hoc network INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2020, v.16 no.5 , 1-14
    SCIE
  • [학술지논문] Towards Persistent Surveillance and Reconnaissance Using a Connected Swarm of Multiple UAVs IEEE ACCESS, 2020, v.8 no.0 , 157906-157917
    SCIE
더보기
강의

  • 2025-1학기

    • 정보통신공학

      • 학수번호 34743분반 01
      • 3학년 ( 3학점 , 3시간) 월 3~3 (공학) , 수 2~2 (153)
      • 전공필수
        • 첨부파일

    • 엣지컴퓨팅개론

      • 학수번호 G17849분반 01
      • 학년 ( 3학점 , 3시간) 월 4~5 (공학A124)
      • 영어강의
        • 첨부파일

  • 2024-2학기

    • 컴퓨터구조

      • 학수번호 20493분반 01
      • 2학년 ( 3학점 , 3시간) 월 3~3 (공학) , 수 2~2 (151)
      • 전공필수,영어강의
        • 첨부파일

    • JAVA프로그래밍및실습 강의 계획서 상세보기

      • 학수번호 35914분반 04
      • 2학년 ( 3학점 , 4.5시간) 화 6~6 (공학A125-2) , 화 7~8 (공학A125-2)
      • 이론1.5,실습3.0

    • SW자기설계학습Ⅰ

      • 학수번호 38082분반 01
      • 학년 ( 3학점
      • 추가개설, 도전학기 선발 학생만 수강 가능

    • SW자기설계학습Ⅱ

      • 학수번호 38083분반 01
      • 학년 ( 3학점
      • 추가개설, 도전학기 선발 학생만 수강 가능

    • 기계학습

      • 학수번호 38428분반 02
      • 4학년 ( 3학점 , 3시간) 화 2~2 (공학A107) , 금 3~3 (공학A107)
        • 첨부파일

  • 2024-1학기

  • 2023-2학기

  • 2023-1학기

  • 2022-2학기

    • 정보기술과미래사회

      • 학수번호 11160분반 01
      • 학년 ( 3학점 , 3시간)
      • 원격강의 팀티칭
        • 첨부파일

    • 컴퓨터구조

      • 학수번호 20493분반 01
      • 2학년 ( 3학점 , 3시간) 월 5~5 (공학) , 수 4~4 (151)
      • 전공필수,영어강의 전공필수,삼성전자SW
        • 영문계획안 첨부파일

  • 2022-1학기

    • 정보기술과미래사회

      • 학수번호 11160분반 01
      • 학년 ( 3학점 , 3시간)
      • 원격강의 팀티칭
        • 첨부파일

    • 컴퓨터프로그래밍및실습

      • 학수번호 36339분반 05
      • 1학년 ( 3학점 , 3시간) 월 5~5 (공학A125-2) , 수 4~4 (공학)
      • 영어강의 이론,실습
        • 영문계획안 첨부파일

    • 엣지컴퓨팅개론

더보기
학력

Stanford University Ph.D.(Electrical Engin.)

Stanford University M.Sc.(Electrical Engin.)

서울대학교 공학사(전기공학)

경력

기업가센터부센터장 2021-02-01 ~ 2023-01-31

창업지원단장 2023-01-01 ~ 2023-01-31

기업가정신연계전공주임교수 2021-02-01 ~ 2023-01-31

창업보육센터장 2021-11-01 ~ 2022-12-31

창업보육센터소장 2021-02-01 ~ 2021-10-31