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Distributed relational database performance in Cloud Computing: an investigative study

机译:云计算中的分布式关系数据库性能:一项调查研究

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摘要

Although the advancement of Cloud Computing (CC) has revolutionised the way in which computational resources are employed and managed, it has also introduced performance challenges for existing systems, such as Relational Database Management Systems (RDBMS’). This research investigates the performance of RDBMS’ when dealing with large amounts of distributed data in a CC environment.This study employs a quantitative approach using positivist reductionist methodology. It conducts nine experiments on two different RDBMS’ (SQL Server and Oracle) deployed in CC. Also, this research does not employ any performance measurement tools that were not specifically developed for CC. Data analysis is carried out using two different approaches: (a) comparing the experiments’ statistics between the systems and (b) using SPSS software to look for statistical evidence. Furthermore, this study relies on secondary data that indicate distributed RDBMS’ generally perform better on n-tier architecture. The results provide evidence that RDBMS’ create and apply execution plans in a manner that does not fit CC architecture. Therefore, these systems do not fit well in a CC environment. Also, the results from this investigation demonstrate that the known issues of distributed RDBMS’ become worse in CC, indicating that RDBMS’ are not optimised to run on CC architecture.The results of this study show that the performance measures of RDBMS’ in CC are inconsistent, which indicates that is how the public, and shared infrastructure affect performance. This research shows that RDBMS’ in CC become network-bound in addition to being I/O bound. Therefore, it concludes that CC creates an environment that negatively impacts RDBMSs performance in comparison to n-tier architecture. The findings from this study indicate that the employment of the above-mentioned tools does not present a complete picture about the performance of RDBMS’ in CC. The results of this research imply there exists architectural issues with relational data model thus these issues are worth studying in the future. Further, this study implies that applying ACID creates a challenge for users who want to have a scalable relational database in a CC environment because RDBMS should wait for the response over shared cloud network. This thesis reports cases where serious performance issues were encountered and it recommends that the design and architecture of RDBMS’ should be altered so that these systems can fit CC environment.
机译:尽管云计算(CC)的进步已经彻底改变了计算资源的使用和管理方式,但它也为诸如关系数据库管理系统(RDBMS')之类的现有系统带来了性能挑战。这项研究调查了RDBMS在CC环境中处理大量分布式数据时的性能。该研究采用了一种采用实证主义还原论方法的定量方法。它对CC中部署的两个不同的RDBMS(SQL Server和Oracle)进行了9个实验。同样,本研究没有使用任何不是专门为CC开发的性能度量工具。数据分析使用两种不同的方法进行:(a)比较系统之间的实验统计数据;(b)使用SPSS软件查找统计证据。此外,这项研究依赖于辅助数据,这些数据表明分布式RDBMS通常在n层体系结构上表现更好。结果提供了证据,证明RDBMS以不适合CC架构的方式创建和应用执行计划。因此,这些系统不太适合CC环境。此外,这项调查的结果表明,分布式RDBMS'的已知问题在CC中变得更糟,这表明RDBMS'并非针对CC体系结构进行优化。研究结果表明,RDBMS'在CC中的性能指标是不一致,这表明公共和共享基础结构是如何影响性能的。这项研究表明,CC中的RDBMS除了受I / O限制外,还与网络绑定。因此,得出的结论是,与n层体系结构相比,CC创造了对RDBMS性能产生负面影响的环境。这项研究的结果表明,使用上述工具并不能完全反映出RDBMS在CC中的性能。这项研究的结果表明,存在关系数据模型的体系结构问题,因此这些问题值得将来研究。此外,这项研究暗示,由于RDBMS应该等待共享云网络上的响应,因此对于希望在CC环境中具有可伸缩关系数据库的用户而言,应用ACID带来了挑战。本文报告了遇到严重性能问题的情况,并建议应更改RDBMS的设计和体系结构,以使这些系统适合CC环境。

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    Althwab Awadh;

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  • 年度 2015
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  • 原文格式 PDF
  • 正文语种 en
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