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6G网络与人工智能革命——探索技术、应用及新出现的挑战

6G Networks and the AI Revolution-Exploring Technologies, Applications, and Emerging Challenges.

作者信息

Chataut Robin, Nankya Mary, Akl Robert

机构信息

School of Computing and Engineering, Quinnipiac University, Hamden, CT 06518, USA.

Department of Computer Science, Fitchburg State University, Fitchburg, MA 01420, USA.

出版信息

Sensors (Basel). 2024 Mar 15;24(6):1888. doi: 10.3390/s24061888.

Abstract

In the rapidly evolving landscape of wireless communication, each successive generation of networks has achieved significant technological leaps, profoundly transforming the way we connect and interact. From the analog simplicity of 1G to the digital prowess of 5G, the journey of mobile networks has been marked by constant innovation and escalating demands for faster, more reliable, and more efficient communication systems. As 5G becomes a global reality, laying the foundation for an interconnected world, the quest for even more advanced networks leads us to the threshold of the sixth-generation (6G) era. This paper presents a hierarchical exploration of 6G networks, poised at the forefront of the next revolution in wireless technology. This study delves into the technological advancements that underpin the need for 6G, examining its key features, benefits, and key enabling technologies. We dissect the intricacies of cutting-edge innovations like terahertz communication, ultra-massive MIMO, artificial intelligence (AI), machine learning (ML), quantum communication, and reconfigurable intelligent surfaces. Through a meticulous analysis, we evaluate the strengths, weaknesses, and state-of-the-art research in these areas, offering a wider view of the current progress and potential applications of 6G networks. Central to our discussion is the transformative role of AI in shaping the future of 6G networks. By integrating AI and ML, 6G networks are expected to offer unprecedented capabilities, from enhanced mobile broadband to groundbreaking applications in areas like smart cities and autonomous systems. This integration heralds a new era of intelligent, self-optimizing networks that promise to redefine the parameters of connectivity and digital interaction. We also address critical challenges in the deployment of 6G, from technological hurdles to regulatory concerns, providing a holistic assessment of potential barriers. By highlighting the interplay between 6G and AI technologies, this study maps out the current landscape and lights the path forward in this rapidly evolving domain. This paper aims to be a cornerstone resource, providing essential insights, addressing unresolved research questions, and stimulating further investigation into the multifaceted realm of 6G networks. By highlighting the synergy between 6G and AI technologies, we aim to illuminate the path forward in this rapidly evolving field.

摘要

在快速发展的无线通信领域,每一代网络都实现了重大的技术飞跃,深刻改变了我们连接与互动的方式。从1G的模拟简单性到5G的数字强大功能,移动网络的发展历程一直以持续创新以及对更快、更可靠和更高效通信系统不断增长的需求为标志。随着5G成为全球现实,为互联世界奠定基础,对更先进网络的追求引领我们迈向第六代(6G)时代的门槛。本文对处于无线技术下一次革命前沿的6G网络进行了分层探索。本研究深入探讨了支撑6G需求的技术进步,审视其关键特性、优势以及关键使能技术。我们剖析了太赫兹通信、超大规模多输入多输出、人工智能(AI)、机器学习(ML)、量子通信和可重构智能表面等前沿创新的复杂性。通过细致分析,我们评估了这些领域的优势、劣势以及最新研究情况,展现了6G网络当前的进展和潜在应用的更广阔图景。我们讨论的核心是AI在塑造6G网络未来方面的变革性作用。通过整合AI和ML,预计6G网络将提供前所未有的能力,从增强移动宽带到在智能城市和自动驾驶系统等领域的突破性应用。这种整合预示着智能、自我优化网络的新时代,有望重新定义连接性和数字互动的参数。我们还探讨了6G部署中的关键挑战,从技术障碍到监管问题,对潜在障碍进行全面评估。通过强调6G与AI技术之间的相互作用,本研究描绘了当前的局面,并为这个快速发展的领域指明前进方向。本文旨在成为一份基石性资源,提供重要见解,解决未解决的研究问题,并激发对6G网络多方面领域的进一步研究。通过强调6G与AI技术之间的协同作用,我们旨在照亮这个快速发展领域的前进道路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c54b/10975185/afaf6a161e83/sensors-24-01888-g003.jpg

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