论文标题

Metaverse的人工智能:调查

Artificial Intelligence for the Metaverse: A Survey

论文作者

Huynh-The, Thien, Pham, Quoc-Viet, Pham, Xuan-Qui, Nguyen, Thanh Thi, Han, Zhu, Kim, Dong-Seong

论文摘要

从1990年代到现在为止,互联网的大量增长还创造了各种创新技术,以通过网络空间中的更多虚拟互动为用户带来令人叹为观止的体验。从社交网络到虚拟游戏世界,许多具有数千种服务和应用程序的虚拟环境都是通过沉浸式经验和数字化转型开发的,但大多数是不连贯的,而不是集成到平台中。在这种情况下,将元和宇宙结合起来的元词是作为一个共同的虚拟世界引入的,它是由许多新兴技术(例如第五代网络及以后,虚拟现实,虚拟现实和人工智能(AI))推动的。在此类技术中,AI表明了处理大数据以增强身临其境的体验并使虚拟药物类似人类的智能的重要性。在这项调查中,我们做出了有益的努力,以探索AI在元评估的基础和发展中的作用。我们首先提供了AI的初步,包括机器学习算法和深度学习体系结构及其在Metaverse中的作用。然后,我们对基于AI的方法进行了全面研究,这些方法涉及六个技术方面,这些技术具有元语的潜力:自然语言处理,机器视觉,区块链,网络,数字双胞胎和神经界面,以及元元的潜力。随后,研究了一些AI-AID应用程序,例如医疗保健,制造业,智能城市和游戏,这些应用程序已在虚拟世界中部署。最后,我们总结了这项调查的关键贡献,并在AI中为Metaverse打开了一些未来的研究指示。

Along with the massive growth of the Internet from the 1990s until now, various innovative technologies have been created to bring users breathtaking experiences with more virtual interactions in cyberspace. Many virtual environments with thousands of services and applications, from social networks to virtual gaming worlds, have been developed with immersive experience and digital transformation, but most are incoherent instead of being integrated into a platform. In this context, metaverse, a term formed by combining meta and universe, has been introduced as a shared virtual world that is fueled by many emerging technologies, such as fifth-generation networks and beyond, virtual reality, and artificial intelligence (AI). Among such technologies, AI has shown the great importance of processing big data to enhance immersive experience and enable human-like intelligence of virtual agents. In this survey, we make a beneficial effort to explore the role of AI in the foundation and development of the metaverse. We first deliver a preliminary of AI, including machine learning algorithms and deep learning architectures, and its role in the metaverse. We then convey a comprehensive investigation of AI-based methods concerning six technical aspects that have potentials for the metaverse: natural language processing, machine vision, blockchain, networking, digital twin, and neural interface, and being potential for the metaverse. Subsequently, several AI-aided applications, such as healthcare, manufacturing, smart cities, and gaming, are studied to be deployed in the virtual worlds. Finally, we conclude the key contribution of this survey and open some future research directions in AI for the metaverse.

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