DaaS Repository through MIDAS Web Crawler

N. Silva, Elivaldo Lozer Fracalossi Ribeiro, Daniela Barreiro Claro
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引用次数: 5

Abstract

Over the years, SaaS (Software-as-a-Service) and DaaS (Data-as-a-Service) have respectively become common models for application delivery and cloud data delivery. However, the heterogeneity of these services makes it difficult to automate this process. In these cases, a solution for interoperating SaaS and DaaS is required. MIDAS (Middleware for DaaS and SaaS) is a proposal that does not present any mechanism that dynamically searches and updates DaaS, although it allows interoperating these layers. This limitation of MIDAS compromises interoperability, as it may result in outdated or non-existent DaaS. Therefore, it is necessary to have a repository inside the MIDAS, called DIS (Dataset Information Storage), to store DaaS metadata in the clouds. However, DaaS information must be registered in an automated and periodic manner, in order to guarantee the traceability and updating of DaaS. Thus, the present paper proposes the development of a Web Crawler to be incorporated into the MIDAS middleware, to (i) periodically update the DIS information, guaranteeing the consistency of DaaS, and (ii) analyze the existence of semantic similarities among DaaS, so that the DaaS are aligned semantically. Experiments were carried out with the purpose of validating the proposed work, in order to evaluate correctness, recall, execution time, overload, ontological consistency, and correction of alignments. The results obtained demonstrate the effectiveness and efficiency of our proposal.
通过MIDAS网络爬虫的DaaS存储库
多年来,SaaS(软件即服务)和DaaS(数据即服务)已经分别成为应用程序交付和云数据交付的常用模型。然而,这些服务的异构性使得自动化这个过程变得困难。在这些情况下,需要一个用于互操作SaaS和DaaS的解决方案。MIDAS (DaaS和SaaS的中间件)是一种不提供任何动态搜索和更新DaaS的机制的提议,尽管它允许对这些层进行互操作。MIDAS的这种限制损害了互操作性,因为它可能导致过时或不存在的DaaS。因此,有必要在MIDAS内部拥有一个称为DIS(数据集信息存储)的存储库,以便在云中存储DaaS元数据。然而,为了保证DaaS的可追溯性和更新,必须以自动和定期的方式注册DaaS信息。为此,本文提出开发一个Web Crawler,并将其集成到MIDAS中间件中,用于(i)定期更新DIS信息,保证DaaS的一致性;(ii)分析DaaS之间是否存在语义相似性,使DaaS之间在语义上保持一致。为了验证所提出的工作,我们进行了实验,以评估校准的正确性、召回率、执行时间、过载、本体一致性和校正。得到的结果证明了我们的建议的有效性和效率。
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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