考虑多种特征因素的设计模式自动识别

发布时间：2018-05-16 08:49

  本文选题：设计模式识别 + 识别准确率　； 参考：《北京邮电大学学报》2017年05期

【摘要】：现有的设计模式自动识别方法大多只考虑设计模式的结构特征,识别准确率不高.为此,提出了一种考虑多种特征因素的设计模式自动识别方法.首先,提出了一种基于特征矩阵的待考查系统和设计模式的形式化描述方法;然后,给出了设计模式自动识别的基本流程,并详细讨论了综合考虑多种特征因素的设计模式识别算法;最后,实现了该方法的支撑工具,并使用该工具对一个开源项目进行了设计模式的识别.实验结果表明,相对于只考虑结构特征的设计模式识别方法,该方法的识别准确率较高.对于结构特征不够明显或者与其他模式具有相似结构特征的设计模式,识别准确率明显提升.
[Abstract]:Most of the existing design pattern recognition methods only consider the structural features of the design pattern, and the recognition accuracy is not high. For this reason, a design pattern automatic recognition method considering multiple feature factors is proposed. Firstly, a formal description method of the system to be examined and the design pattern based on the feature matrix is proposed, and then, the basic flow chart of the automatic recognition of the design pattern is given. Finally, the supporting tool of the method is implemented, and the design pattern recognition of an open source project is carried out by using the tool. The experimental results show that the recognition accuracy of this method is higher than that of the design pattern recognition method which only considers the structural features. For the design pattern whose structural features are not obvious enough or have similar structural characteristics with other patterns, the recognition accuracy is improved obviously.
【作者单位】： 中国矿业大学(北京)机电与信息工程学院;中国石油大学(北京)地球物理与信息工程学院;
【基金】：国家自然科学基金项目(60873093) 国家重点基础研究发展计划(973计划)项目(2013CB228602)
【分类号】：TP391.4
，

本文编号：1896207