MDA Process to Extract the Data Model from Document-oriented NoSQL Database

A. A. Brahim, Rabah Tighilt Ferhat, G. Zurfluh
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引用次数: 2

Abstract

In recent years, the need to use NoSQL systems to store and exploit big data has been steadily increasing. Most of these systems are characterized by the property "schema less" which means absence of the data model when creating a database. This property brings an undeniable flexibility by allowing the evolution of the model during the exploitation of the base. However, query expression requires a precise knowledge of the data model. In this article, we propose a process to automatically extract the physical model from a document-oriented NoSQL database. To do this, we use the Model Driven Architecture (MDA) that provides a formal framework for automatic model transformation. From a NoSQL database, we propose formal transformation rules with QVT to generate the physical model. An experimentation of the extraction process was performed on the case of a medical application.
面向文档NoSQL数据库数据模型的MDA提取过程
近年来,使用NoSQL系统存储和利用大数据的需求一直在稳步增长。这些系统中的大多数都具有“少模式”属性,这意味着在创建数据库时不需要数据模型。这一特性带来了不可否认的灵活性,允许在开发基地期间模型的演变。然而,查询表达式需要对数据模型有精确的了解。在本文中,我们提出了一个从面向文档的NoSQL数据库中自动提取物理模型的过程。为了做到这一点,我们使用模型驱动架构(MDA),它为自动模型转换提供了一个正式的框架。在NoSQL数据库中,提出了使用QVT的形式化转换规则来生成物理模型。在医学应用的情况下,进行了提取工艺的实验。
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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