人工智能与计算视野:现代云计算和边缘技术

IF 3.3 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Nasif Fahmid Prangon, Jie Wu
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引用次数: 0

摘要

通过互联网利用远程计算能力而无需昂贵的硬件,并以边际成本向大众用户提供昂贵的服务,这就是云计算概念的由来。本调查简明扼要地概述了云计算、边缘智能和人工智能的日益融合,重点关注它们对物联网(IoT)的革命性影响。调查从云计算的基本介绍开始,概述了云计算的关键部分和不同服务提供商提供的服务。然后,我们讨论了人工智能如何通过其本地应用程序和服务提高云计算能力,并创造出更加智能的云计算。然后,我们重点讨论人工智能在边缘云这一流行云范例中的影响,并讨论边缘人工智能和边缘人工智能。我们将讨论在边缘设备上实施人工智能是如何通过将认知处理拉近数据来源、提高效率和响应速度来改变边缘和物联网网络的。我们还讨论了生态系统中的主要云提供商及其服务产品,以及它们各自的使用案例。最后,本研究展望了云计算、边缘计算和人工智能在物联网中的融合所带来的新趋势和未来范围。本研究的目的是揭开边缘智能(包括云计算、边缘计算和人工智能)的神秘面纱,并重点关注它们在将物联网技术推向新高度方面的协同作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AI and Computing Horizons: Cloud and Edge in the Modern Era
Harnessing remote computation power over the Internet without the need for expensive hardware and making costly services available to mass users at a marginal cost gave birth to the concept of cloud computing. This survey provides a concise overview of the growing confluence of cloud computing, edge intelligence, and AI, with a focus on their revolutionary impact on the Internet of Things (IoT). The survey starts with a fundamental introduction to cloud computing, overviewing its key parts and the services offered by different service providers. We then discuss how AI is improving cloud capabilities through its indigenous apps and services and is creating a smarter cloud. We then focus on the impact of AI in one of the popular cloud paradigms called edge cloud and discuss AI on Edge and AI for Edge. We discuss how AI implementation on edge devices is transforming edge and IoT networks by pulling cognitive processing closer to where the data originates, improving efficiency and response. We also discuss major cloud providers and their service offerings within the ecosystem and their respective use cases. Finally, this research looks ahead at new trends and future scopes that are now becoming possible at the confluence of the cloud, edge computing, and AI in IoT. The purpose of this study is to demystify edge intelligence, including cloud computing, edge computing, and AI, and to focus on their synergistic role in taking IoT technologies to new heights.
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来源期刊
Journal of Sensor and Actuator Networks
Journal of Sensor and Actuator Networks Physics and Astronomy-Instrumentation
CiteScore
7.90
自引率
2.90%
发文量
70
审稿时长
11 weeks
期刊介绍: Journal of Sensor and Actuator Networks (ISSN 2224-2708) is an international open access journal on the science and technology of sensor and actuator networks. It publishes regular research papers, reviews (including comprehensive reviews on complete sensor and actuator networks), and short communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced.
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