SmartBench

SmartBench
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智能工作台

DOI:
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发表时间:
2020
影响因子:
2.5
通讯作者:
Roberto Yus
Roberto Yus
中科院分区:
计算机科学2区
文献类型:
--
作者:
Peeyush Gupta;M. Carey;S. Mehrotra;Roberto Yus

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本文提出了SmartBench,这是一个专注于(近)实时应用程序和物联网数据长期分析所产生的查询的基准。SmartBench源自已部署的智能建筑监控系统,由以下内容组成:1)一个可扩展的架构,可捕获物联网智能空间的基本原理; 2)一组专注于分析任务的代表性查询;以及3)一个数据生成工具,可生成大量合成传感器和语义数据基于从真实的系统收集的种子数据。我们对七个代表性的数据库系统进行了评估,并强调了一些有趣的发现,这些发现可以在决定在不同类型的物联网查询工作负载下使用什么数据库技术时加以考虑。
This paper proposes SmartBench, a benchmark focusing on queries resulting from (near) real-time applications and longer-term analysis of IoT data. SmartBench, derived from a deployed smart building monitoring system, is comprised of: 1) An extensible schema that captures the fundamentals of an IoT smart space; 2) A set of representative queries focusing on analytical tasks; and 3) A data generation tool that generates large amounts of synthetic sensor and semantic data based on seed data collected from a real system. We present an evaluation of seven representative database systems and highlight some interesting findings that can be considered when deciding what database technologies to use under different types of IoT query workloads.