智能学校:使用物联网和雾计算来预测表现不佳

M. Sharaf
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引用次数: 0

摘要

现有的集中式计算范式不再适合在不断增长的物联网(iot)中实现数字连续体。基于物联网的应用程序和这些智能对象收集的数据需要设计一个能够处理密集数据并提供合适通信协议的系统模型。在本文中,我们提出了一个学校考勤系统,该系统以避免高带宽消耗和大延迟的方式促进数字连续体的使用和协作。这项工作有以下贡献:(a)在学校缺勤系统中提供了物联网和雾的新用法。它使用两个著名的协议MQTT和TCP,促进了数字连续层(物联网、边缘、高性能计算、大数据、人工智能(AI)、云)之间透明的工作负载卸载;(b)提出了一个案例研究,利用数字连续体来实现感兴趣的任务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Smart Schools: Using IoTs and Fog Computing to Predict Underperformance
The existing centralized computing paradigm is no longer suitable to achieve the digital continuum in the ever-growing Internet of Things (IoTs). IoT-based applications and the data harvested by these smart objects require a design of a system model that can handle intensive data and provide suitable communication protocols. In this paper, we present a school attendance system that facilitates the usage and collaboration of the digital continuum in a manner that shuns high bandwidth consumption and big latency. This work has the following contributions: (a) offers a novel usage of IoTs and fog in the school absenteeism system. It promotes a transparent workload offloading among the digital continuum layers (IoTs, edge, HPC, big data, Artificial Intelligence (AI), cloud) using two famous protocols, MQTT and TCP; (b) presents a case study that utilizes the digital continuum to achieve a task of interest.
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