AI and 6G Into the Metaverse: Fundamentals, Challenges and Future Research Trends

被引:29
|
作者
Zawish, Muhammad [1 ]
Dharejo, Fayaz Ali [2 ]
Khowaja, Sunder Ali [3 ]
Raza, Saleem [4 ]
Davy, Steven [5 ]
Dev, Kapal [6 ,7 ,8 ]
Bellavista, Paolo [9 ]
机构
[1] South East Technol Univ, Walton Inst Informat & Commun Syst Sci, Waterford X91 K0EK, Ireland
[2] Khalifa Univ, Dept Elect Engn & Comp Sci, Abu Dhabi, U Arab Emirates
[3] Univ Sindh, Fac Engn & Technol, Jamshoro 76080, Pakistan
[4] Quaid E Awam Univ Engn, Dept Elect Engn Sci & Technol, Larkana 67480, Pakistan
[5] Technol Univ Dublin, Ctr Sustainable Digital Technol, Dublin D07 EWV4, Ireland
[6] Munster Technol Univ, Dept Comp Sci, Cork T12 P928, Ireland
[7] Univ Johannesburg, Inst Intelligent Syst, ZA-2006 Johannesburg, South Africa
[8] Lebanese Amer Univ, Dept Elect & Comp Engn, Byblos 1111, Lebanon
[9] Univ Bologna, Dept Comp Sci & Engn, I-40136 Bologna, Italy
基金
爱尔兰科学基金会;
关键词
6G mobile communication; Surveys; Wireless communication; Computer vision; Telepresence; Metaverse; Artificial intelligence; 5G; 6G; AI; cloud and edge computing; AR/VR/XR; spatial computing; VIRTUAL-REALITY; AUGMENTED REALITY; WIRELESS NETWORKS; TACTILE-INTERNET; RESOURCE-ALLOCATION; EDGE INTELLIGENCE; NEXT-GENERATION; DIGITAL TWIN; VR VIDEO; 5G;
D O I
10.1109/OJCOMS.2024.3349465
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Since Facebook was renamed Meta, a lot of attention, debate, and exploration have intensified about what the Metaverse is, how it works, and the possible ways to exploit it. It is anticipated that Metaverse will be a continuum of rapidly emerging technologies, usecases, capabilities, and experiences that will make it up for the next evolution of the Internet. Several researchers have already surveyed the literature on artificial intelligence (AI) and wireless communications in realizing the Metaverse. However, due to the rapid emergence and continuous evolution of technologies, there is a need for a comprehensive and in-depth survey of the role of AI, 6G, and the nexus of both in realizing the immersive experiences of Metaverse. Therefore, in this survey, we first introduce the background and ongoing progress in augmented reality (AR), virtual reality (VR), mixed reality (MR) and spatial computing, followed by the technical aspects of AI and 6G. Then, we survey the role of AI in the Metaverse by reviewing the state-of-the-art in deep learning, computer vision, and Edge AI to extract the requirements of 6G in Metaverse. Next, we investigate the promising services of B5G/6G towards Metaverse, followed by identifying the role of AI in 6G networks and 6G networks for AI in support of Metaverse applications, and the need for sustainability in Metaverse. Finally, we enlist the existing and potential applications, usecases, and projects to highlight the importance of progress in the Metaverse. Moreover, in order to provide potential research directions to researchers, we underline the challenges, research gaps, and lessons learned identified from the literature review of the aforementioned technologies.
引用
收藏
页码:730 / 778
页数:49
相关论文
共 50 条
  • [11] Quantum-Inspired Machine Learning for 6G: Fundamentals, Security, Resource Allocations, Challenges, and Future Research Directions
    Duong, Trung Q.
    Ansere, James Adu
    Narottama, Bhaskara
    Sharma, Vishal
    Dobre, Octavia A.
    Shin, Hyundong
    IEEE OPEN JOURNAL OF VEHICULAR TECHNOLOGY, 2022, 3 : 375 - 387
  • [12] A vision of 6G: technology trends, potential applications, challenges and future roadmap
    Mohsan, Syed Agha Hassnain
    Othman, Nawaf Qasem Hamood
    Mohamed, Abdallah Faisal Abdallah
    Mazinani, Alireza
    Amjad, Hussain
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2021, 67 (2-3) : 275 - 288
  • [13] Physical Layer Anonymous Communications in Trustworthy 6G: Fundamentals, Recent Advances, and Future Trends
    Wei, Zhongxiang
    Wang, Ping
    Petropulu, Athina P.
    Masouros, Christos
    Sun, Sumei
    IEEE WIRELESS COMMUNICATIONS, 2025, 32 (02) : 26 - 32
  • [14] Near-Field MIMO Communications for 6G: Fundamentals, Challenges, Potentials, and Future Directions
    Cui, Mingyao
    Wu, Zidong
    Lu, Yu
    Wei, Xiuhong
    Dai, Linglong
    IEEE COMMUNICATIONS MAGAZINE, 2023, 61 (01) : 40 - 46
  • [15] Realizing the Metaverse in the 6G Era with AI-Enabled Network Orchestration
    Aloqaily, Moayad
    Bouachir, Ouns
    Ridhawi, Ismaeel Al
    Guizani, Mohsen
    IEEE NETWORK, 2023, 37 (02): : 78 - 85
  • [16] Wireless Federated Learning (WFL) for 6G Networks-Part I: Research Challenges and Future Trends
    Bouzinis, Pavlos S.
    Diamantoulakis, Panagiotis D.
    Karagiannidis, George K.
    IEEE COMMUNICATIONS LETTERS, 2022, 26 (01) : 3 - 7
  • [17] 6G and AI: The Emergence of Future Forefront Technology
    Bin Ahammed, Tareq
    Patgiri, Ripon
    2020 ADVANCED COMMUNICATION TECHNOLOGIES AND SIGNAL PROCESSING (IEEE ACTS), 2020,
  • [18] Big AI Models for 6G Wireless Networks: Opportunities, Challenges, and Research Directions
    Chen, Zirui
    Zhang, Zhaoyang
    Yang, Zhaohui
    IEEE WIRELESS COMMUNICATIONS, 2024, 31 (05) : 164 - 172
  • [19] Big AI Models for 6G Wireless Networks: Opportunities, Challenges, and Research Directions
    Chen, Zirui
    Zhang, Zhaoyang
    Yang, Zhaohui
    IEEE WIRELESS COMMUNICATIONS, 2024, : 164 - 172
  • [20] Survey on 6G Frontiers: Trends, Applications, Requirements, Technologies and Future Research
    Alwis C.D.
    Kalla A.
    Pham Q.-V.
    Kumar P.
    Dev K.
    Hwang W.-J.
    Liyanage M.
    IEEE Open Journal of the Communications Society, 2021, 2 : 836 - 886