Smart Cloud Platform for Data Management in the Age of the Internet of Vehicles

Nader Alsharkawy, Eyad Nawar, B. Mokhtar
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Abstract

Smart cars, with the emergence of the Internet of Vehicles (IoV), are expected to generate huge volumes of data at rates that typical data management systems will not be able to handle. Such data can be extremely useful to both analytics and machine learning applications. This paper discusses and demonstrates the process of architecting and building a scalable data management system for the IoV in a smart city environment, using Apache Spark, Apache Kafka and Apache Cassandra, which results in a scalable, resilient and fault-tolerant data management system that facilitates performing big data analytics and scalable machine learning on IoV data.
车联网时代数据管理的智能云平台
随着车联网(IoV)的出现,智能汽车预计将以典型数据管理系统无法处理的速度产生大量数据。这些数据对于分析和机器学习应用都非常有用。本文讨论并演示了在智慧城市环境中,使用Apache Spark、Apache Kafka和Apache Cassandra为物联网构建可扩展数据管理系统的过程,从而形成了一个可扩展、有弹性和容错的数据管理系统,有助于对物联网数据进行大数据分析和可扩展的机器学习。
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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