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FASTDB: An Array Database System for Efficient Storing and Analyzing Massive Scientific Data

机译:FASTDB:用于高效存储和分析海量科学数据的阵列数据库系统

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摘要

With the development of science and technology, the data size and complexity of scientific data are increased rapidly, which made efficient data storage and parallel analysis of scientific data become a big challenge. The previous techniques that combine the traditional relational database with analysis software tends cannot efficiently meet the performance requirement of large scale scientific data based analysis. In this paper, we present FASTDB, a distributed array database system that optimized for massive scientific data management and provide a share-nothing, parallel array processing analysis. In order to demonstrate the intrinsic performance characteristics of FASTDB, we applied it into the interactive analysis of data from astronomical surveys, and designed a series of experiments with scientific analysis tasks. According to the experimental results, we found FASTDB can be significantly fast than traditional database based SkyServer in many typical analytical scenarios.
机译:随着科学技术的发展,科学数据的数据规模和复杂性迅速增加,这使得有效的数据存储和科学数据的并行分析成为一大挑战。将传统的关系数据库与分析软件相结合的先前技术趋向于不能有效地满足基于大规模科学数据的分析的性能要求。在本文中,我们介绍了FASTDB,这是一种分布式数组数据库系统,已针对大规模科学数据管理进行了优化,并提供了无共享的并行数组处理分析。为了证明FASTDB的内在性能特征,我们将其应用于天文调查数据的交互分析,并设计了一系列具有科学分析任务的实验。根据实验结果,我们发现FASTDB在许多典型的分析场景中可以比基于传统数据库的SkyServer更快。

著录项

  • 来源
  • 会议地点 Zhangjiajie(CN)
  • 作者单位

    Department of Computer Science, Guizhou University, Guiyang 550025, China,Guizhou Engineering Laboratory of ACMIS, Guiyang 550025, China;

    Department of Computer Science, Guizhou University, Guiyang 550025, China,Guizhou Engineering Laboratory of ACMIS, Guiyang 550025, China;

    Department of Computer Science, Guizhou University, Guiyang 550025, China,Guizhou Engineering Laboratory of ACMIS, Guiyang 550025, China;

    Department of Computer Science, Guizhou University, Guiyang 550025, China,Guizhou Engineering Laboratory of ACMIS, Guiyang 550025, China;

    Department of Computer Science, Guizhou University, Guiyang 550025, China,Guizhou Engineering Laboratory of ACMIS, Guiyang 550025, China;

    National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100016, China;

    National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100016, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Scientific database system; Array database; Scientific analysis; Performance measurement; Massive data;

    机译:科学的数据库系统;数组数据库;科学分析;绩效评估;海量数据;

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