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The Disruptions of 5G on Data-Driven Technologies and Applications

机译:在数据驱动技术和应用程序上的中断5G

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With 5G on the verge of being adopted as the next mobile network, there is a need to analyze its impact on the landscape of computing and data management. In this paper, we analyze the impact of 5G on both traditional and emerging technologies and project our view on future research challenges and opportunities. With a predicted increase of 10-100x in bandwidth and 5-10x decrease in latency, 5G is expected to be the main enabler for smart cities, smart IoT and efficient healthcare, where machine learning is conducted at the edge. In this context, we investigate how 5G can help the development of federated learning. Network slicing, another key feature of 5G, allows running multiple isolated networks on the same physical infrastructure. However, security remains the main concern in the context of virtualization, multi-tenancy and high device density. Formal verification of 5G networks can be applied to detect security issues in massive virtualized environments. In summary, 5G will make the world even more densely and closely connected. What we have experienced in 4G connectivity will pale in comparison to the vast amounts of possibilities engendered by 5G.
机译:通过作为下一个移动网络采用的边缘5G,需要分析其对计算和数据管理景观的影响。在本文中,我们分析了5G对传统和新兴技术的影响,并将我们对未来研究挑战和机遇的看法。在带宽的预测增加10-100倍,延迟下降5-10倍,预计5克是智能城市的主要推动因素,智能物联网和高效医疗保健,在边缘进行机器学习。在这方面,我们调查了5G如何帮助发展联邦学习。网络切片,另一个关键特征为5G,允许在同一物理基础架构上运行多个隔离网络。但是,安全仍然是虚拟化,多租户和高设备密度的主观关注。可以应用5G网络的正式验证以检测大规模虚拟化环境中的安全问题。总之,5G将使世界更加密集密切连接。与5克的大量可能性相比,我们在4G连接中经历了什么。

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