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ACNL aims at developing AI/ML solutions for the next-generation wireless communications networks. Our main focus lies in building anovel intelligent radio access network architecture, which is a key component of 5G/6G systems. This fundamental research will lead tointelligent networking solutions facilitating self-organizing and autonomous control of distributed wireless devices in core 5G/6Gapplications, including vehicular networks, swarm UAV systems, and LEO satellite communications.
Major research field
Decentralized learning for wireless networks, AI/ML for wireless communications & multi-antenna signal processing, Semanticcommunications
Desired field of research
Computational intelligence for wireless networks, Integrated sensing, communication, andcomputation, Task-oriented networks
Research Keywords and Topics
· Intelligent edge design for edge/fog computing networks
· Resource management for distributed wireless networks
· Open radio access network (O-RAN)
· Localization and navigation control for swarm intelligent vehicles
· Multi-antenna transceiver optimization
Research Publications
· H. Lee, S. H. Lee, and T. Q. S. Quek, “Artificial Intelligence Meets Autonomy in Wireless Networks: A Distributed Learning Approach,”IEEE Network, 2022
· S. Hwang, *H. Lee, J. Park, and I. Lee, “Decentralized Computation Offloading With Cooperative UAVs: Multi-Agent DeepReinforcement Learning Perspective ,” IEEE Wireless Communications, 2022
· H. Lee, S. H. Lee, and T. Q. S. Quek, “Deep Learning for Distributed Optimization: Applications to Wireless Resource Management,”IEEE Journal on Selected Areas in Communications, 2019
Patents
· Method for Deep Learning Based Distributed Multi-Objective Optimization, Computer Program, and Apparatus Therefor, US patent,17/721753, 2022
· Deep Learning Based Beamforming Method and Apparatus, US patent, 17/308826, 2021
국가과학기술표준분류
- EE. 정보/통신
- EE06. 이동통신
- EE0602. 이동통신 시스템
국가기술지도분류
- 정보-지식-지능화 사회 구현
- 010500. 지능네트워크 기술
녹색기술분류
- 녹색기술관련 과제 아님
- 녹색기술관련 과제 아님
- 999. 녹색기술 관련과제 아님
6T분류
- IT 분야
- 차세대 네트워크 기반
- 010211. 4세대 이동통신