论文标题

AI和6G进入Metaverse:基本面,挑战和未来的研究趋势

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

论文作者

Zawish, Muhammad, Dharejo, Fayaz Ali, Khowaja, Sunder Ali, Dev, Kapal, Davy, Steven, Qureshi, Nawab Muhammad Faseeh, Bellavista, Paolo

论文摘要

由于Facebook更名为Meta,因此对Metaverse的是什么,其工作原理以及可能利用它的可能方法的广泛关注,辩论和探索。可以预料,元视频将是快速新兴技术,用户酶,能力和经验的连续体,这些技术将弥补这一目标的下一个互联网发展。一些研究人员已经调查了有关人工智能(AI)和无线通信的文献,以实现元评估。但是,由于技术的迅速出现和持续发展,需要对AI,6G和两者在实现元元体验中的AI,6G和Nexus的作用进行全面而深入的调查。因此,在这项调查中,我们首先介绍了增强现实(AR),虚拟现实(VR),混合现实(MR)和空间计算的背景和持续进展,其次是AI和6G的技术方面。然后,我们通过回顾深度学习,计算机视觉和边缘AI中最新的AI在Metaverse中的作用来调查AI在Metaverse中提取6G的要求。接下来,我们调查了B5G/6G对Metaverse的有希望的服务,然后确定AI在6G网络和6G网络中的作用,用于支持Metaverse应用程序,以及在Metaverse中对可持续性的需求。最后,我们招募了现有的和潜在的应用程序,用户酶和项目,以强调元元中进步的重要性。此外,为了向研究人员提供潜在的研究指示,我们强调了从上述技术的文献综述中汲取的挑战,研究差距和经验教训。

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.

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