Open Radio Access Networks for Smart IoT Systems: State of Art and Future Directions

IF 2.8 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Future Internet Pub Date : 2023-11-27 DOI:10.3390/fi15120380
A. Musa, Adamu Hussaini, Cheng Qian, Yifan Guo, Wei Yu
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Abstract

The Internet of Things (IoT) constitutes a vast network comprising various components such as physical devices, vehicles, buildings, and other items equipped with sensors, actuators, and software. These components are interconnected, facilitating the collection and exchange of copious data across networked communications. IoT empowers extensive monitoring and control over a myriad of objects, enabling them to gather and disseminate data that bolster applications, thereby enhancing the system’s capacity for informed decision making, environmental surveillance, and autonomous inter-object interaction, all without the need for direct human involvement. These systems have achieved seamless connectivity requirements using the next-generation wireless network infrastructures (5G, 6G, etc.), while their diverse reliability and quality of service (QoS) requirements across various domains require more efficient solutions. Open RAN (O-RAN), i.e., open radio open access network (RAN), promotes flexibility and intelligence in the next-generation RAN. This article reviews the applications of O-RAN in supporting the next-generation smart world IoT systems by conducting a thorough survey. We propose a generic problem space, which consists of (i) IoT Systems: transportation, industry, healthcare, and energy; (ii) targets: reliable communication, real-time analytics, fault tolerance, interoperability, and integration; and (iii) artificial intelligence and machine learning (AI/ML): reinforcement learning (RL), deep neural networks (DNNs), etc. Furthermore, we outline future research directions concerning robust and scalable solutions, interoperability and standardization, privacy, and security. We present a taxonomy to unveil the security threats to emerge from the O-RAN-assisted IoT systems and the feasible directions to move this research forward.
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智能物联网系统的开放式无线接入网络:技术现状与未来方向
物联网(IoT)是一个庞大的网络,由物理设备、车辆、建筑物和其他配备传感器、执行器和软件的物品等各种组件组成。这些组件相互连接,有助于通过网络通信收集和交换大量数据。物联网赋予了对无数物体进行广泛监测和控制的能力,使它们能够收集和传播支持应用的数据,从而增强系统在知情决策、环境监测和物体间自主互动方面的能力,而这一切都不需要人类的直接参与。这些系统利用下一代无线网络基础设施(5G、6G 等)实现了无缝连接的要求,而它们在不同领域对可靠性和服务质量(QoS)的不同要求需要更高效的解决方案。开放 RAN(O-RAN),即开放无线电开放接入网(RAN),促进了下一代 RAN 的灵活性和智能性。本文通过深入调查,回顾了 O-RAN 在支持下一代智能世界物联网系统中的应用。我们提出了一个通用问题空间,其中包括:(i) 物联网系统:交通、工业、医疗保健和能源;(ii) 目标:可靠通信、实时分析、容错、互操作性和集成;(iii) 人工智能和机器学习(AI/ML):强化学习(RL)、深度神经网络(DNN)等。此外,我们还概述了有关稳健和可扩展解决方案、互操作性和标准化、隐私和安全的未来研究方向。我们提出了一个分类法,以揭示 O-RAN 辅助物联网系统可能出现的安全威胁,以及推动这项研究向前发展的可行方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Future Internet
Future Internet Computer Science-Computer Networks and Communications
CiteScore
7.10
自引率
5.90%
发文量
303
审稿时长
11 weeks
期刊介绍: Future Internet is a scholarly open access journal which provides an advanced forum for science and research concerned with evolution of Internet technologies and related smart systems for “Net-Living” development. The general reference subject is therefore the evolution towards the future internet ecosystem, which is feeding a continuous, intensive, artificial transformation of the lived environment, for a widespread and significant improvement of well-being in all spheres of human life (private, public, professional). Included topics are: • advanced communications network infrastructures • evolution of internet basic services • internet of things • netted peripheral sensors • industrial internet • centralized and distributed data centers • embedded computing • cloud computing • software defined network functions and network virtualization • cloud-let and fog-computing • big data, open data and analytical tools • cyber-physical systems • network and distributed operating systems • web services • semantic structures and related software tools • artificial and augmented intelligence • augmented reality • system interoperability and flexible service composition • smart mission-critical system architectures • smart terminals and applications • pro-sumer tools for application design and development • cyber security compliance • privacy compliance • reliability compliance • dependability compliance • accountability compliance • trust compliance • technical quality of basic services.
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