Hydra-RAN Perceptual Networks Architecture: Dual-Functional Communications and Sensing Networks for 6G and Beyond

被引:3
|
作者
Abd, Rafid I. [1 ]
Findley, Daniel J. [2 ]
Kim, Kwang Soon [1 ]
机构
[1] Yonsei Univ, Sch Elect & Elect Engn, Seoul 03722, South Korea
[2] North Carolina State Univ Centennial Campus, Dept CCEE, Raleigh, NC 27695 USA
关键词
6G networks and beyond; integration of sensor and communications networks; dual-functional networks; broad exploitation of AI/ML engines; perceptive networks; sensing/radio access networks (SRANs); self-organization/self-healing/IoT; WIRELESS NETWORKS; MMWAVE BEAM; CELLULAR NETWORKS; MILLIMETER-WAVE; CHALLENGES; MANAGEMENT; INTELLIGENCE; ACCESS; 5G;
D O I
10.1109/ACCESS.2023.3341491
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
After researchers devoted considerable efforts to developing 5G standards, their passion began to focus on establishing the basics for the standardization of 6G and beyond. The utilization of millimeter wave (MMW) and terahertz (THz) frequency bands, combined with sensors and artificial intelligence (AI), has gained significant attention in the research community for the development of the next generation of sensory and radio access networks (NG-SRANs). Leveraging the advantages of communication and sensor systems' common characteristics will open horizons for merging the two networks, thereby creating a unified perceptive and intelligence network. Overall, while using MMW and THz frequencies is certainly valuable, the ability to gather and transmit data in real-time makes sensors extremely effective in communication networks. In contrast, AI, machine learning (ML), and deep learning (DL) have become predominant methods for solving data analysis problems across a wide range of domains, such as analyzing large amounts of different sensor data, decision-making, channel estimation, self-organization, and self-healing. This paper proposes a novel design for a potential 6G network and beyond called the Hydra radio access network (H-RAN) perceptual networks architecture, which is designed based on NG-SRAN. From a design perspective, H-RAN aims to merge communication and sensing networks into a single network in which two functionalities are attempted to mutually complement each other, namely communication-aided sensing and sensing-aided communications networks. However, such a network provides an adequate platform for a wide range of AL/ML algorithms, such as real-time decision-making, self-organization, and self-healing. As a result, H-RAN perceptual networks architecture is expected to be more efficient, reliable, and secure than existing conventional networks, and is likely to play a critical role in a wide range of applications, including but not limited to mobile broadband, sensing systems, smart cities, autonomous vehicles, the internet of things (IoT) connectivity, vehicle-to-everything (V2X) communication, etc. This study gives a detailed overview of how H-RAN will revolutionize conventional future sensors and cellular networks through a comprehensive analysis of H-RAN architectural components and functionalities.
引用
收藏
页码:2162 / 2185
页数:24
相关论文
共 50 条
  • [21] Design Considerations of Photonic THz Communications for 6G Networks
    Sung, Minkyu
    Moon, Sang-Rok
    Kim, Eon-Sang
    Cho, Sungmin
    Lee, Joon Ki
    Cho, Seung-Hyun
    Kawanishi, Tetsuya
    Song, Ho-Jin
    IEEE WIRELESS COMMUNICATIONS, 2021, 28 (05) : 185 - 191
  • [22] Business Opportunities for Beyond 5G and 6G Networks
    Nidhi
    Mihovska, Albena
    Kumar, Ambuj
    Prasad, Ramjee
    2022 25TH INTERNATIONAL SYMPOSIUM ON WIRELESS PERSONAL MULTIMEDIA COMMUNICATIONS (WPMC), 2022,
  • [23] Federated Deep Reinforcement Learning for Open RAN Slicing in 6G Networks
    Abouaomar, Amine
    Taik, Afaf
    Filali, Abderrahime
    Cherkaoui, Soumaya
    IEEE COMMUNICATIONS MAGAZINE, 2023, 61 (02) : 126 - 132
  • [24] AI-RAN in 6G Networks: State-of-the-Art and Challenges
    Khan, Naveed Ali
    Schmid, Stefan
    IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2024, 5 : 294 - 311
  • [25] An Integrated Sensing and Communication Architecture using Reconfigurable Intelligent Surfaces for 6G Wireless Networks
    Liu, Baiyang
    Wu, Jinyu
    Zhang, Qingfeng
    Wong, Hang
    2024 15TH GLOBAL SYMPOSIUM ON MILLIMETER-WAVES & TERAHERTZ, GSMM, 2024, : 42 - 44
  • [26] Dual-band Defected Ground Structure Antenna for 6G and Beyond Cellular Networks
    Nemet, Aniko
    Alkaraki, Shaker
    Aslam, Muhammad
    Abbasi, Qammer
    Evans, Andrew
    Jilani, Syeda Fizzah
    2024 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION AND INC/USNCURSI RADIO SCIENCE MEETING, AP-S/INC-USNC-URSI 2024, 2024, : 643 - 644
  • [27] Cybersecurity for tactical 6G networks: Threats, architecture, and intelligence
    Suomalainen, Jani
    Ahmad, Ijaz
    Shajan, Annette
    Savunen, Tapio
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2025, 162
  • [28] Architecture, Characteristics, and Resource Management of Integration of Sensing, Communications, and Computing in 6G
    Qi, Yanli
    Zhou, Yiqing
    Cai, Qing
    Zhang, Haoyue
    Xu, Yaxing
    Shi, Jinglin
    Li, Shaoyang
    IEEE NETWORK, 2024, 38 (02): : 54 - 61
  • [29] Integrated Communication, Sensing, and Computation Framework for 6G Networks
    Chen, Xu
    Feng, Zhiyong
    Zhang, J. Andrew
    Yang, Zhaohui
    Yuan, Xin
    He, Xinxin
    Zhang, Ping
    SENSORS, 2024, 24 (10)
  • [30] Integrating Sensing, Energy, and Communication in 6G Wireless Networks
    Dai, Jianxin
    Liu, Cunzhen
    Pan, Cunhua
    Wang, Kezhi
    Ge, Jin
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,