边缘人工智能的动机、定义、应用和未来

A. Haldorai, Shrinand Anandakumar
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引用次数: 2

摘要

术语“边缘人工智能(Edge AI)”是指网络中分析和汇总数据的部分。分散的网络,比如在物联网(IoT)中发现的网络,在“边缘人工智能”或“边缘智能”方面有着巨大的影响。智能手机应用程序,如实时交通数据和面部识别数据,包括半自动智能设备和汽车都集成在这类中。边缘人工智能产品包括可穿戴健康监视器、安全摄像头、无人机、机器人、智能扬声器和视频游戏。由于人工智能与尖端计算(EC)系统的结合,边缘人工智能得以建立。边缘智能(Edge Intelligence, EI)是一个术语,用于定义在云计算范式下,利用可用的计算资源和从边缘节点到终端设备的数据,在系统边缘发生的模型学习或推理过程。本文介绍了“边缘人工智能”及其构成要素。本文对边缘人工智能的动机、定义、应用和长期前景进行了研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Motivation, Definition, Application and the Future of Edge Artificial Intelligence
The term " Edge Artificial Intelligence (Edge AI)" refers to the part of a network where data is analysed and aggregated. Dispersed networks, such as those found in the Internet of Things (IoT), have enormous ramifications when it comes to "Edge AI," or "intelligence at the edge". Smartphone applications like real-time traffic data and facial recognition data, including semi-autonomous smart devices and automobiles are integrated in this class. Edge AI products include wearable health monitors, security cameras, drones, robots, smart speakers and video games. Edge AI was established due to the marriage of Artificial Intelligence with cutting Edge Computing (EC) systems. Edge Intelligence (EI) is a terminology utilized to define the model learning or the inference processes, which happen at the system edge by employing available computational resources and data from the edge nodes to the end devices under cloud computing paradigm. This paper provides a light on "Edge AI" and the elements that contribute to it. In this paper, Edge AI's motivation, definition, applications, and long-term prospects are examined.
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