EPC信息服务,为物联网提供No-SQL数据存储

Tuan Dinh Le, S. Kim, Minh Hoang Nguyen, Daeyoung Kim, S. Shin, Kyung Eun Lee, R. Righi
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引用次数: 28

摘要

随着物联网(IoT)愿景的出现,RFID技术引起了越来越多行业的关注。在标准化RFID架构框架和接口的epc全球标准中,电子产品代码信息系统(EPCIS) - RFID网络中的存储库-在存储动态和历史RFID轨迹数据方面起着关键作用,为供应链应用量身定制。然而,在物联网时代,EPCIS应该能够以可扩展的方式存储大量实时和连续的时间序列RFID数据。因此,在本文中,我们分析了EPCIS的需求和当前设计,并报告了目前基于sql的物联网应用方法的局限性。为了应对这些限制,我们探索了一种基于nosql的物联网EPCIS方法,并为基于cassandra的EPCIS提出了一种基于列族的数据模型和定制。使用真实世界的实现,我们还对MySQL和Cassandra在不同部署场景(即物理机和虚拟机)中的性能进行了比较。因此,我们展示了在物联网中使用Cassandra数据存储用于EPCIS在响应时间、吞吐量和灵活性方面的好处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
EPC information services with No-SQL datastore for the Internet of Things
With the emergence of the Internet of Things (IoT) vision, RFID technology has attracted more and more interests from many industries. In the EPCglobal standard which standardizes RFID architectural framework and interfaces, the Electronic Product Code Information System (EPCIS) - the repository in the RFID network - plays a pivotal role in storing dynamic and historical RFID trajectory data, well-tailored to supply chain applications. However, in the IoT era, EPCIS should be capable of storing a large amount of realtime and continuous time-series RFID data in a scalable manner. Therefore, in this paper, we analyze the requirements and current design of EPCIS and report current limitations of SQL-based approaches for IoT applications. To cope with these limitations, we explore a NoSQL-based approach for EPCIS in the IoT and propose a column-family-based data model and customization for Cassandra-based EPCIS. Using real-world implementation, we also conduct a performance comparison between MySQL and Cassandra in different deployment scenarios (i.e., physical and virtual machines). As a result, we show the benefits of using Cassandra datastore for EPCIS in the IoT in terms of response time, throughput, and flexibility.
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