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윤승현 교수 연구실

Korea Institute of Energy Technology · Energy Engineering

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Professor

About

윤승현 교수 연구실은 KENTECH 에너지공학부(KENTECH College) 소속으로, 데이터 분석과 기계학습·강화학습을 연구한다. 다중에이전트 심층강화학습 기반 자원 할당, SDN 보안, 산업 데이터·사이버보안 분석을 다루며, 교수는 GIST 전기·컴퓨터공학 박사 출신이다.

Research keywords

Data AnalysisMachine learning & Reinforcement Learning

Selected publications

  • Securing End-to-End Reinforcement Learning-Driven Autonomous Driving: A Control Command Utility-based Intrusion Response SystemIEEE Transactions on Intelligent Vehicles · 2025
  • Graphical Security Modelling for Autonomous VehiclesComputers & Security, vol. 150 · 2025
  • FedSVD: Asynchronous Federated Learning with Stale Weight Vector DecompositionIEEE Access, vol. 13 · 2025
  • Protecting Federated Learning from Malicious Attacks using Consensus TechniqueApplied Soft Computing, vol. 187 · 2026
  • Real-Time GOOSE Attack Detection in IEC 61850 Substations Using SDN-Based Traffic InspectionDSN (IEEE/IFIP Intl. Conf. on Dependable Systems and Networks) · 2025
  • FedEvo: Evolutionary Population-Based Federated LearningIEEE CEC (Congress on Evolutionary Computation) · 2026

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