论文标题

智能无线网络语义通信的调查

A Survey on Semantic Communications for Intelligent Wireless Networks

论文作者

Iyer, Sridhar, Khanai, Rajashri, Torse, Dattaprasad, Pandya, Rahul Jashvantbhai, Rabie, Khaled, Pai, Krishna, Khan, Wali Ullah, Fadlullah, Zubair

论文摘要

随着6G技术的部署,可以预见,无线网络的竞争优势将得到维持,并将分层接下来的十年的通信要求。 6G还将旨在帮助发展一个无处不在且流动的人类社会,同时为关键挑战提供解决方案,例如,覆盖范围,能力等。此外,6G将专注于提供智能的用例和应用,并使用高于米尔米浪潮和TERA-HERTZ频率的较高数据速率和应用程序。但是,在较高的频率下,由于资源(频谱和能量)稀缺,发生了多种非态现象,例如大气吸收,阻塞等,会产生瓶颈。因此,随着努力在接收器中繁殖的趋势相同,发射器发送的确切信息将导致对更高的带宽的需求永无止境。解决此类挑战的可能解决方案在于语义通信,该语义通信重点是收到数据的含义(上下文),而不是仅复制正确的传输数据。反过来,这将需要更少的带宽,并且由于各种不希望的现象而减少瓶颈。在这方面,当前文章对有关智能无线网络的语义通信的最新技术趋势进行了详细调查。我们专注于语义通信体系结构,包括模型,源和频道编码。接下来,我们详细介绍跨层交互以及各种面向目标的通信应用程序。我们还详细介绍了整体语义通信趋势,并确定需要及时解决方案的挑战,然后在6G无线技术中实际实施语义通信之前。我们的调查文章是为了在智能6G无线网络的语义通信领域启动未来的研究方向做出重大贡献。

With deployment of 6G technology, it is envisioned that competitive edge of wireless networks will be sustained and next decade's communication requirements will be stratified. Also 6G will aim to aid development of a human society which is ubiquitous and mobile, simultaneously providing solutions to key challenges such as, coverage, capacity, etc. In addition, 6G will focus on providing intelligent use-cases and applications using higher data-rates over mill-meter waves and Tera-Hertz frequency. However, at higher frequencies multiple non-desired phenomena such as atmospheric absorption, blocking, etc., occur which create a bottleneck owing to resource (spectrum and energy) scarcity. Hence, following same trend of making efforts towards reproducing at receiver, exact information which was sent by transmitter, will result in a never ending need for higher bandwidth. A possible solution to such a challenge lies in semantic communications which focuses on meaning (context) of received data as opposed to only reproducing correct transmitted data. This in turn will require less bandwidth, and will reduce bottleneck due to various undesired phenomenon. In this respect, current article presents a detailed survey on recent technological trends in regard to semantic communications for intelligent wireless networks. We focus on semantic communications architecture including model, and source and channel coding. Next, we detail cross-layer interaction, and various goal-oriented communication applications. We also present overall semantic communications trends in detail, and identify challenges which need timely solutions before practical implementation of semantic communications within 6G wireless technology. Our survey article is an attempt to significantly contribute towards initiating future research directions in area of semantic communications for intelligent 6G wireless networks.

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