数据预处理设计中的模型驱动编程

Dangwei Liang, Fei-yue Ye, Hao Shi, D. Xiao
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引用次数: 0

摘要

由于软件系统中业务数据的复杂性和多样性,数据预处理已经成为软件中不可缺少的一部分。然而,常用的数据预处理器存在结构灵活性差、扩展和维护困难、数据处理能力差、开发周期长等缺点。针对这些问题,本文提出了一种基于模型驱动体系结构的通用数据预处理设计方法。利用模型驱动体系结构的思想,借助于建模工具和建模语言,首先建立了预处理器需求模型,在此基础上建立了与预处理器平台无关的预处理器模型,最后将模型转化为预处理器代码。将该方法应用于计费系统中数据预处理器的设计,证明了该方法的有效性,并可推广到其他类型数据预处理器的设计中。
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Model Driven Programming in Data Preprocessor Design
Due to the complexity and diversity of business data in software systems, data pre-processor has become an indispensable part of software. However, the common data preprocessor has some shortcomings such as poor structure flexibility, difficult of extension and maintenance, poor data processing ability, long development cycle and others. To solve these problems, this paper proposes a general data pre-processor design method based on model driven architecture. Using the ideas of model driven architecture, with the aid of modeling tools and modeling language, a preprocessor demand model is established firstly, based on which a preprocessor platform independent model is established, and finally translated into preprocessor code. The method is applied to the design of the data preprocessor in the billing system with its validity being proved and it can be easily applied to the design of other kinds of data preprocessors.
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