| 논문 및 연구활동 |
- 연구활동(주요논문)
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[논문]
윤원준, Mehdi Bennis, Mingyue Ji, 곽윤석, 백한결, 정소이, 김중헌, 박지홍,
SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks
, IEEE-ACM TRANSACTIONS ON NETWORKING
, Vol.31
, No.6
, pp.2499
-2514
(Dec, 2023)
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[논문]
정소이, Chanyoung Park, Marco Levorato, 김재현, Joongheon Kim,
Two-Stage Self-Adaptive Task Outsourcing Decision Making for Edge-Assisted Multi-UAV Networks
, IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
, pp.14889
-14905
(Nov, 2023)
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[논문]
박수현, 김중헌, 손석빈, 이윤규, 정소이,
Two-Stage Architectural Fine-tuning for Neural Architecture Search in Efficient Transfer Learning
, ELECTRONICS LETTERS
, Vol.59
, No.24
(Nov, 2023)
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[논문]
박찬영, Tiago Koketsu Rodrigues, 김재평, 김중헌, 윤원준, 정소이, 박수현,
Quantum Multiagent Actor-Critic Networks for Cooperative Mobile Access in Multi-UAV Systems
, IEEE Internet of Things Journal
, Vol.10
, No.22
, pp.20033
-20048
(Nov, 2023)
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[논문]
박수현, Hao Feng, 박찬영, 정소이, 김중헌, 이윤규,
EQuaTE: Efficient Quantum Train Engine for Runtime Dynamic Analysis and Visual Feedback in Autonomous Driving
, IEEE INTERNET COMPUTING
, Vol.27
, No.5
, pp.24
-31
(Sep, 2023)
- 국제학술논문지
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[논문]
윤원준, Mehdi Bennis, Mingyue Ji, 곽윤석, 백한결, 정소이, 김중헌, 박지홍,
SlimFL: Federated Learning with Superposition Coding over Slimmable Neural Networks
, IEEE-ACM TRANSACTIONS ON NETWORKING
, Vol.31
, No.6
, pp.2499
-2514
(Dec, 2023)
-
[논문]
정소이, Chanyoung Park, Marco Levorato, 김재현, Joongheon Kim,
Two-Stage Self-Adaptive Task Outsourcing Decision Making for Edge-Assisted Multi-UAV Networks
, IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY
, pp.14889
-14905
(Nov, 2023)
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[논문]
박찬영, Tiago Koketsu Rodrigues, 김재평, 김중헌, 윤원준, 정소이, 박수현,
Quantum Multiagent Actor-Critic Networks for Cooperative Mobile Access in Multi-UAV Systems
, IEEE Internet of Things Journal
, Vol.10
, No.22
, pp.20033
-20048
(Nov, 2023)
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[논문]
박수현, 김중헌, 손석빈, 이윤규, 정소이,
Two-Stage Architectural Fine-tuning for Neural Architecture Search in Efficient Transfer Learning
, ELECTRONICS LETTERS
, Vol.59
, No.24
(Nov, 2023)
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[논문]
백한결, 이로운, 정소이, 김중헌, 박수현,
Real-Time High-Quality Visualization for Volumetric Contents Rendering: A Lyapunov Optimization Framework
, IEEE OPEN JOURNAL OF THE COMPUTER SOCIETY
, Vol.4
, pp.243
-252
(Sep, 2023)
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[논문]
박수현, Hao Feng, 박찬영, 정소이, 김중헌, 이윤규,
EQuaTE: Efficient Quantum Train Engine for Runtime Dynamic Analysis and Visual Feedback in Autonomous Driving
, IEEE INTERNET COMPUTING
, Vol.27
, No.5
, pp.24
-31
(Sep, 2023)
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[논문]
박수현, 박찬영, 이해민, 정소이, 김중헌, 최민석,
Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes
, ETRI JOURNAL
, Vol.45
, No.5
, pp.735
-745
(Sep, 2023)
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[논문]
박찬영, 김규선, 정소이, 김중헌, 박수현,
Multi-Agent Reinforcement Learning for Cooperative Air Transportation Services in City-Wide Autonomous Urban Air Mobility
, IEEE TRANSACTIONS ON INTELLIGENT VEHICLES
, Vol.8
, pp.4016
-4030
(Aug, 2023)
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[논문]
곽윤석, 김재평, 윤원준, 조현희, 정소이, 김중헌, 박지홍, 최민석,
Quantum Distributed Deep Learning Architectures: Models, Discussions, and Applications
, ICT Express
, Vol.3
, pp.486
-491
(Jun, 2023)
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[논문]
이원재, 김태윤, 김진기, 김재현, 정소이,
Group contention-based full-duplex unmanned aerial vehicle relay system
, ICT Express
, pp.1
-6
(Jun, 2023)
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[논문]
김태윤, 이원재, 김진기, 김재현, 정소이,
Energy-Efficient Full-Duplex MAC Protocol Design for Air-Terrestrial Communication
, JOURNAL OF COMMUNICATIONS AND NETWORKS
, pp.333
-343
(Jun, 2023)
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[논문]
Won Joon Yun, Jae Pyoung Kim, 김재현, 정소이, Joongheon Kim,
Quantum Multi-Agent Actor-Critic Neural Networks for Internet-Connected Multi-Robot Coordination in Smart Factory Management
, IEEE Internet of Things Journal
, pp.9942
-9952
(Jun, 2023)
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[논문]
윤원준, 신명재, 정소이, 고정길, 김중헌, 이형철,
Deep Reinforcement Learning-based Propofol Infusion Control for Anesthesia: A Feasibility Study with a 3000-Subject Dataset
, COMPUTERS IN BIOLOGY AND MEDICINE
, pp.106739
-106739
(Apr, 2023)
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[논문]
정소이, David Mohaisen, 김재현, 김중헌,
Truthful and performance-optimal computation outsourcing for aerial surveillance platforms via learning-based auction
, Computer Networks
, pp.109651
-109651
(Apr, 2023)
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[논문]
박수현, 박찬영, 김재현, 정소이, 김중헌,
Workload-Aware Scheduling using Markov Decision Process for Infrastructure-Assisted Learning-Based Multi-UAV Surveillance Networks
, IEEE Access
, pp.16533
-16548
(Feb, 2023)
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[논문]
이해민, Sean Kwon, 정소이, 김중헌,
Neural Myerson Auction for Truthful and Energy-Efficient Autonomous Aerial Data Delivery
, JOURNAL OF COMMUNICATIONS AND NETWORKS
, pp.710
-721
(Dec, 2022)
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[논문]
윤원준, Sean Kwon, 신명재, 정소이, 김중헌,
Parallelized and Randomized Adversarial Imitation Learning for Safety-Critical Self-Driving Vehicles
, JOURNAL OF COMMUNICATIONS AND NETWORKS
, pp.710
-721
(Dec, 2022)
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[논문]
윤원준, David A. Mohaisen, 박수현, 신명재, 김재현, 정소이, 김중헌,
Cooperative Multi-Agent Deep Reinforcement Learning for Reliable Surveillance via Autonomous Multi-UAV Control
, IEEE Transactions on Industrial Informatics
, Vol.18
, No.10
, pp.7086
-7096
(Oct, 2022)
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[논문]
정소이, 김지형, 윤미영, 이문식, 김재현, 김중헌,
Trustworthy Handover in LEO Satellite Mobile Networks
, ICT Express
, Vol.8
, No.3
, pp.432
-437
(Sep, 2022)
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[논문]
하유정, 유민재, 이구상, 정소이, 김중헌, 유시환,
Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset
, Scientific Reports
, pp.1534
-1534
(Jan, 2022)
- 국내학술논문지
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[논문]
김태윤, 정소이, 김재현,
심층 강화학습 기반 적응적 SAR 이미지 필터링 알고리즘 설계
, 한국통신학회논문지
, pp.172
-175
(Feb, 2023)
- 국제학술발표
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[학술회의]
정소이, 김재현, 김중헌,
Fundamental Link Budget Analysis for Low EarthOrbit Satellite Downlink Communications
, IEEE International Conference on ICT Convergence (ICTC)
(Oct, 2023)
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[학술회의]
박수현, 정소이, 김중헌, 이윤규, 박찬영, 윤원준,
EQuaTE: Efficient Quantum Train Engine Design and Demonstration for Dynamic Software Analysis
, IEEE International Conference on Distributed Computing Systems
(Jul, 2023)
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[학술회의]
박찬영, 정소이, 김중헌, 윤원준, 이해민,
Coordinated Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Swarms in Autonomous Mobile Access Applications
, IEEE International Conference on Distributed Computing Systems
(Jul, 2023)
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[학술회의]
박찬영, 정소이, 김중헌, 김재현, 김규선, 박수현,
Multi-Agent Deep Reinforcement Learning for Efficient Passenger Delivery in Urban Air Mobility
, IEEE International Conference on Communications
(May, 2023)
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[학술회의]
백한결, 김중헌, 정소이, 유민재, 하유정,
Neural Architectural Nonlinear Pre-Processing for mmWave Rador-based Human Gesture Perception
, IEEE International Conference on Information Networking
(Jan, 2023)
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[학술회의]
Gyu Seon Kim, 김재현, 정소이, Joongheon Kim, Chanyoung Park, Hyunsoo Lee,
Hybrid MAC for Military UAV Networks
, 2023 International Conference on Information Networking (ICOIN)
(Jan, 2023)
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[학술회의]
정소이, 김재현, 김중헌,
NR-V2X 네트워크에서 최적의 자원할당을 통한 효과적인 차량 안전 메시지 전송 기법
, 한국통신학회 추계종합학술발표회
(Nov, 2022)
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[학술회의]
김규선, 김재현, 정소이, 김중헌, 이현수,
자가학습 기반 Hybrid MAC을 적용한 군용 UAV 통신 모델 연구
, 한국통신학회 추계종합학술발표회
(Nov, 2022)
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[학술회의]
박상현, 정소이, 김중헌, 박재윤,
Deep Reinforcement Learning for Complex Topography in Urban Aerial Mobility: Sesnsor-based Calibration and Visualization
, IEEE International Conference on ICT Convergence (ICTC)
(Oct, 2022)
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[학술회의]
윤원준, 정소이, 김종국, 김중헌, David Mohaisen,
Hierarchical Reinforcement Learning using Gaussian Random Trajectory Generation in Autonomous Furniture Assembly
, ACM Conference on Information and Knowledge Management (CIKM)
(Oct, 2022)
- 국내학술발표
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[학술회의]
배연준, 정소이, 김준영, 박성훈, 이지영,
강화학습 기반 자율 주차 시뮬레이션 구현
, 한국통신학회 추계종합학술발표회
(Nov, 2023)
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[학술회의]
조준형, 정소이, 김준영, 허준영,
강화학습 기반 무인 운행 예인선 자율 선박 접안 시스템 개발
, 한국통신학회 추계종합학술발표회
(Nov, 2023)
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[학술회의]
박건후, 정소이, 김준영, 유영재,
유니티 3D 엔진 기반 자율 제동 시스템 구현
, 한국통신학회 추계종합학술발표회
(Nov, 2023)
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[학술회의]
김준영, 정소이, 이형규,
도심환경에서의 UAV 자율비행 시뮬레이션
, 한국통신학회 하계종합학술발표회
(Jun, 2023)
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[학술회의]
장희연, 정소이,
SNMP 기반 완전한 네트워크 프로토콜 분석 알고리즘
, 한국통신학회 하계종합학술발표회
(Jun, 2023)
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[학술회의]
박찬영, 김중헌, 정소이, 박수현, 최민석,
퀀텀 머신러닝 기반 드론 모빌리티 제어
, 한국통신학회 동계종합학술발표회
(Feb, 2023)
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[학술회의]
윤원준, 정소이, 김중헌, 박지홍, 김재평,
위성-지상 기지국 간 슬림형 양자 인공 신경망을 활용한 동적 양자 연합학습 프레임워크
, 한국통신학회 동계종합학술발표회
(Feb, 2023)
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