6G网络中的原生人工智能:系统设计、架构和范式
Toward Native Artificial Intelligence in 6G Networks: System Design, Architectures, and Paradigms
摘要:
移动通信系统已经转变为支持所有行业数字需求的基础设施,6G的设想远远超出了通信的目的。6G将以人工智能(AI)为基石,并具有提供“智能包容”的潜在能力,这意味着任何人都可以随时随地访问AI服务。显然,智能包容愿景对6G中相应的网络架构设计产生了深远的影响,值得重新思考。在本文中,我们提出了6G的端到端系统架构设计范围,并讨论了将独立的数据平面和新型智能平面结合起来的必要性,特别强调了端到端AI工作流编排,管理和操作。我们还强调了在网络功能平面提供融合连接和计算服务的优势。受益于这些方法,我们相信6G将转向“一切即服务”(XaaS)平台,并显着增强业务优势。
英文摘要:
The mobile communication system has transformed to be the fundamental infrastructure to support digital demands from all industry sectors, and 6G is envisioned to go far beyond the communication-only purpose. There is coming to a consensus that 6G will treat Artificial Intelligence (AI) as the cornerstone and has a potential capability to provide "intelligence inclusion", which implies to enable the access of AI services at anytime and anywhere by anyone. Apparently, the intelligent inclusion vision produces far-reaching influence on the corresponding network architecture design in 6G and deserves a clean-slate rethink. In this article, we propose an end-to-end system architecture design scope for 6G, and talk about the necessity to incorporate an independent data plane and a novel intelligent plane with particular emphasis on end-to-end AI workflow orchestration, management and operation. We also highlight the advantages to provision converged connectivity and computing services at the network function plane. Benefiting from these approaches, we believe that 6G will turn to an "everything as a service" (XaaS) platform with significantly enhanced business merits.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。