Sinwoong Yun
Sinwoong Yun (윤신웅)
Ph. D. Candidate
Department of Electrical Engineering and Computer Science (EECS)
Daegu Gyeongbuk Institute of Science and Technology (DGIST)
E-mail: lion4656@dgist.ac.kr
Google scholar: Link
EDUCATION
Integrated Ph. D. in Electrical Engineering and Computer Science (EECS)
Mar. 2019 - Present, DGIST presidential fellowship (DPF) recipient
Daegu Gyengbuk Institute of Science and Technology (DGIST)
Supervisor: Prof. Jemin Lee
B.E. in School of Undergraduate Studies, Summa Cum Laude
Mar. 2015 - Feb. 2019
Daegu Gyengbuk Institute of Science and Technology (DGIST)
RESEARCH INTERESTS
5G communications
Underwater wireless communications
Internet of things (IoT) networks
Generative Artificial intelligence (GAI) & Reinforcement learning (RL)
PUBLICATIONS
*: Corresponding author
International Journal Papers
Published/Accepted:
S. Yun, D. Kim, C. Park, and J. Lee*, "Learning-based sensing and computing decision for data in edge computing-enabled networks",
IEEE Transactions on Wireless Communications, accepted. [arXiv][IEEE Xplore] (Top 10% Journal in JCR)D. Kim, S. Yun, S. Lee, J. Lee*, and T. Q. Quek, "Reinforcement learning-based sensing decision for data freshness in blockchain-empowered wireless networks", IEEE Wireless Communications Letters, accepted. [IEEE Xplore] (Top 20% Journal in JCR)
D. Yu, S. Yun, and J. Lee*, "Secure and efficient communications with fine-grained access control in underwater wireless sensor networks", ICT Express, accepted. [ScienceDirect]
Submitted:
S. Yun, D. Kim, S. Lee, and J. Lee*, "i-CU: intelligent cache replacement and content update for data freshness in cloud-edge networks", IEEE Transactions on Mobile Computing, submitted. 2022 29th Humantech paper award (삼성휴먼테크논문대상), bronze prize
D. Kim, S. Yun, S. Lee, J. Lee*, and T. Q. Quek, "Reinforcement learning-based sensing decision for data freshness in blockchain-empowered wireless networks", IEEE Wireless Communications Letters, submitted.
D. Kim, S. Yun, S. Lee, J. Lee*, and D. Niyato, "Intelligent transaction generation control for permissioned blockchain-based services", IEEE Transactions on Services Computing, submitted.
D. Kim, S. Yun, E. Park, and J. Lee*, "IA-MARL: imputation assisted multi-agent reinforcement for missing training data",
IEEE Transactions on Knowledge and Data Engineering, submitted.
International Conference Papers
S. Yun, D. Kim, C. Park, and J. Lee*, "Joint sensing and computation decision for age of information-sensitive wireless networks: a deep reinforcement learning approach", in Proc. IEEE Glob. Commun. Conf. (GLOBECOM), Kuala Lumpur, Malaysia, Dec. 2023, pp. 1-6.
S. Yun, D. Kim, and J. Lee*, "Learning-based activation of energy harvesting sensors for fresh data acquisition",
in Proc. Int. Conf. on Web Engr. (ICWE) Workshop, Biarritz, France, May 2021, pp. 62-68.
Domestic Conference Papers
강보성, 윤신웅, 이제민*, "Intelligent-omni-surface (IOS) 기반 간섭을 고려한 다중 이용자 sum-rate 연구",
2023년 한국통신학회 동계종합학술발표회 (KICS), Feb. 2023.
PROJECTS
Network technology development for ultra-freshness and integrity of information
정보의 최신성과 무결성을 위한 통신 네트워크 기술 개발Participant, NRF (연구재단), Mar. 2020 - Feb. 2025
Development of dependable and highly usable big data platform, and analysis and prediction services technology in edge clouds
엣지 클라우드에서 고신뢰 고사용성 빅데이터 플랫폼 및 분석 예측 서비스 기술 개발Participant, IITP (정보통신기획평가원), Jul. 2020 - Feb. 2026
대규모 무선 센서 네트워크에서의 정보의 최신성을 위한 attention-based 강화학습 기반 통신 자원 할당
Principal investigator (PI), IITP (정보통신기획평가원), Mar. 2023 - Dec. 2023
InSeCT Research Laboratory
지능형 보안 수중 통신 특화연구실Participant, Dec. 2022 - Dec. 2027
EXPERIENCES
Teaching Experience
Undergraduate group research program (UGRP)
Reinforcement learning-based base station activation in wireless networks
Teaching assistant, DGIST, Mar. 2019 - Dec. 2019
Extracurricular Activities
ITRC 2022 forum (ITRC 인재양성대전 2022)
Intelligent traffic observation scheduling for data freshness
Exhibitor, Seoul, Korea, Apr. 2022
Korea software congress 2022 - BECS workshop (2022 한국소프트웨어종합학술대회)
엣지 컴퓨팅 결합 네트워크에서의 정보 최신성을 위한 강화학습 기반 센싱 및 컴퓨팅 알고리즘
Presenter, Jeju Island, Korea, Dec. 2022
HONORS AND AWARDS
29th Humantech paper award (삼성휴먼테크논문대상) bronze prize, Samsung, Feb. 2023
DGIST presidential fellowship (DPF) recipient, DGIST, 2019