{"title":"Over the Air Computing for Satellite Networks in 6G","authors":"Marc M. Gost, A. Pérez-Neira","doi":"10.1109/MELECON53508.2022.9842968","DOIUrl":null,"url":null,"abstract":"6G and beyond networks will merge communication and computation capabilities in order to adapt to changes. As they will consist of many sensors gathering information from its environment, new schemes for managing these large amounts of data are needed. For this purpose, we review Over the Air (OTA) computing in the context of estimation and detection. For distributed scenarios, such as a Wireless Sensor Network, it has been proven that a separation theorem does not necessarily hold, whereas analog schemes may outperform digital designs. We outline existing gaps in the literature, evincing that current state of the art requires a theoretical framework based on analog and hybrid digital-analog schemes that will boost the evolution of OTA computing. Furthermore, we motivate the development of 3D networks based on OTA schemes, where satellites function as sensors. We discuss its integration within the satellite segment, delineate current challenges and present a variety of use cases that benefit from OTA computing in 3D networks.","PeriodicalId":303656,"journal":{"name":"2022 IEEE 21st Mediterranean Electrotechnical Conference (MELECON)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 21st Mediterranean Electrotechnical Conference (MELECON)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MELECON53508.2022.9842968","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
6G and beyond networks will merge communication and computation capabilities in order to adapt to changes. As they will consist of many sensors gathering information from its environment, new schemes for managing these large amounts of data are needed. For this purpose, we review Over the Air (OTA) computing in the context of estimation and detection. For distributed scenarios, such as a Wireless Sensor Network, it has been proven that a separation theorem does not necessarily hold, whereas analog schemes may outperform digital designs. We outline existing gaps in the literature, evincing that current state of the art requires a theoretical framework based on analog and hybrid digital-analog schemes that will boost the evolution of OTA computing. Furthermore, we motivate the development of 3D networks based on OTA schemes, where satellites function as sensors. We discuss its integration within the satellite segment, delineate current challenges and present a variety of use cases that benefit from OTA computing in 3D networks.
6G及以上网络将融合通信和计算能力,以适应变化。由于它们将由许多从环境中收集信息的传感器组成,因此需要管理这些大量数据的新方案。为此,我们在估计和检测的背景下回顾了Over the Air (OTA)计算。对于分布式场景,例如无线传感器网络,已经证明分离定理不一定成立,而模拟方案可能优于数字设计。我们概述了文献中现有的差距,证明当前的技术状态需要一个基于模拟和混合数字模拟方案的理论框架,这将促进OTA计算的发展。此外,我们鼓励基于OTA方案的3D网络的发展,其中卫星作为传感器。我们讨论了它在卫星段中的集成,描述了当前的挑战,并提出了3D网络中受益于OTA计算的各种用例。