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Front-End Intelligence for Large-Scale Application-Oriented Internet-of-Things

机译:面向面向应用的大规模物联网的前端智能

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摘要

The Internet-of-things (IoT) refers to the massive integration of electronic devices, vehicles, buildings, and other objects to collect and exchange data. It is the enabling technology for a plethora of applications touching various aspects of our lives such as healthcare, wearables, surveillance, home automation, smart manufacturing, and intelligent automotive systems. Existing IoT architectures are highly centralized and heavily rely on a back-end core network for all decision-making processes. This may lead to inefficiencies in terms of latency, network traffic management, computational processing, and power consumption. In this paper, we advocate the empowerment of front-end IoT devices to support the back-end network in fulfilling end-user applications requirements mainly by means of improved connectivity and efficient network management. A novel conceptual framework is presented for a new generation of IoT devices that will enable multiple new features for both the IoT administrators as well as end users. Exploiting the recent emergence of software-defined architecture, these smart IoT devices will allow fast, reliable, and intelligent management of diverse IoT-based applications. After highlighting relevant shortcomings of the existing IoT architectures, we outline some key design perspectives to enable front-end intelligence while shedding light on promising future research directions.
机译:物联网(IoT)是指电子设备​​,车辆,建筑物和其他对象的大规模集成,以收集和交换数据。它是一种支持技术,可用于涉及我们生活各个方面的众多应用程序,例如医疗保健,可穿戴设备,监视,家庭自动化,智能制造和智能汽车系统。现有的物联网架构高度集中,并且在所有决策过程中都严重依赖于后端核心网络。这可能导致延迟,网络流量管理,计算处理和功耗方面的效率低下。在本文中,我们主张增强前端物联网设备的功能,以支持后端网络满足终端用户应用程序需求,这主要是通过改善连接性和有效的网络管理来实现的。为新一代物联网设备提供了一个新颖的概念框架,该框架将为物联网管理员和最终用户启用多种新功能。利用最近出现的软件定义架构,这些智能物联网设备将允许对各种基于物联网的应用程序进行快速,可靠和智能的管理。在强调了现有物联网架构的相关缺陷之后,我们概述了一些关键设计观点,以实现前端智能,同时阐明有前途的未来研究方向。

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