Intelligent Network and Communications 연구실

  • 지도교원:김태윤

  • 구성원: 교원(교직원) 1명

  • 홈페이지:

  • 전화번호:031-8005-3641

  • 위치:죽전캠퍼스 국제관 3층 통신 및 지능연구실 310호실

구성원 소개

지도교수: 김태윤 SW융합대학 모바일시스템공학과

연구분야

  • Test Accuracy and Training speed enhancement for Federated Learning
  • Integration of Federated Learning and Split Learning
  • Reinforcement Learning for the optimized action polocies
  • Next-generation Network Protocols
  • Communication Technologies over Inter-Satelite Link
  • Edge Computing & Edge Intelligence
  • Network Automation for the next-generation communications

연구내용 및 보유기술

<Federated Learning Performace Enhancement>
Jeong, Younghwan and Taeyoon Kim. "A Cluster-Driven Adaptive Training Approach for Federated Learning" Sensors 22, no. 18: 7061. Sep. 2022 https://doi.org/10.3390/s22187061
<Next-generation Network Protocol>
Song, Taewon, and Taeyoon Kim. "Performance Analysis of Synchronous Multi-Radio Multi-Link MAC Protocols in IEEE 802.11be Extremely High Throughput WLANs" Applied Sciences 11, no. 1: 317. 2021. https://doi.org/10.3390/app11010317
<Reinforcement Learning for the optimized action polocies>
M. Kim, J. Kim, T. Kim and S. Pack, "Age of Information Based Beacon Transmission for Reducing Status Update Delay in Platooning," in IEEE Transactions on Vehicular Technology, vol. 71, no. 10, pp. 11306-11310, Oct. 2022, doi: 10.1109/TVT.2022.3185979.
<Network Automation>
Song, Taewon and Taeyoon Kim. "Performance Analysis of Addressing Mechanisms in Inter-Operable IoT Device with Low-Power Wake-Up Radio" Sensors 19, no. 23: 5106. 2019 https://doi.org/10.3390/s19235106
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