Prof.
Jaeseob Han
한재섭 교수
IoT & Edge Computing Lab
Education
학력
Ph.D. KAIST, Electrical Engineering ()
Career
경력
Present Assistant Professor, AI·SW Convergence, Kookmin University
현재 국민대학교 AI·SW융합전공 조교수
Research Overview 연구 개요
Research focuses on IoT networks, edge computing, and intelligent data transmission optimization. Key contributions include adaptive data transmission period control using deep reinforcement learning, energy-efficient resource allocation in wireless power transfer systems, and missing data imputation for IoT big data analytics.
IoT 네트워크, 엣지 컴퓨팅, 지능형 데이터 전송 최적화를 연구합니다. 심층 강화학습 기반 적응형 데이터 전송 주기 제어, 무선 전력 전송 시스템의 에너지 효율적 자원 할당, IoT 빅데이터 분석을 위한 결측 데이터 보정 등에 기여하고 있습니다.
Research Areas 연구 분야
- IoT Networks
- Edge Computing
- Deep Reinforcement Learning for IoT
- Wireless Power Transfer
- Data Imputation for Big Data
- IoT 네트워크
- 엣지 컴퓨팅
- IoT 심층 강화학습
- 무선 전력 전송
- 빅데이터 결측치 보정
Major Achievements 주요 연구 성과
- Adaptive data transmission period control (ATPC) for IoT using multivariate time series prediction
- Joint subcarrier and power allocation for OFDMA-based wireless power transfer in IoT-MEC
- Deep learning-based robust data transmission period control in IoT edge computing
Recent Publications 주요 논문
- G. H. Lee and J. Han, "An Edge-Based Intelligent IoT Control System: Achieving Energy Efficiency with Secure Real-Time Incident Detection," J. Netw. Syst. Manag., Vol. 33, 2025
- G. H. Lee, J. Han, and S. Lee, "Economic and Operational Benefits of Centralized Energy Storage Systems for Effective Power-Sharing in Multi-Tenant Buildings," IEEE Access, Vol. 12, 2024
- H. Park, G. H. Lee, J. Han, and J. K. Choi, "Multiclass autoencoder-based active learning for sensor-based human activity recognition," Future Gener. Comput. Syst., Vol. 151, 2024
- J. Han, G. H. Lee, J. Lee, and J. K. Choi, "IEC-TPC: An Imputation Error Cluster-Based Approach for Energy Optimization in IoT Data Transmission Period Control," IEEE Internet Things J., Vol. 11, 2024
- G. H. Lee, H. Park, J. W. Jang, J. Han, and J. K. Choi, "PPO-Based Autonomous Transmission Period Control System in IoT Edge Computing," IEEE Internet Things J., Vol. 10, 2023
- J. Han, G. H. Lee, S. Park, J. Lee, and J. K. Choi, "A Multivariate-Time-Series-Prediction-Based Adaptive Data Transmission Period Control Algorithm for IoT Networks," IEEE Internet Things J., Vol. 9, 2022
- J. Han, G. H. Lee, S. Park, and J. K. Choi, "Joint Subcarrier and Transmission Power Allocation in OFDMA-Based WPT System for Mobile-Edge Computing in IoT Environment," IEEE Internet Things J., Vol. 9, 2022
- J. Han, G. H. Lee, J. Lee, T. Y. Kim, and J. K. Choi, "A Novel Deep-Learning-Based Robust Data Transmission Period Control Framework in IoT Edge Computing System," IEEE Internet Things J., Vol. 9, 2022