考慮多種特征因素的設(shè)計(jì)模式自動(dòng)識(shí)別
發(fā)布時(shí)間:2018-05-16 08:49
本文選題:設(shè)計(jì)模式識(shí)別 + 識(shí)別準(zhǔn)確率; 參考:《北京郵電大學(xué)學(xué)報(bào)》2017年05期
【摘要】:現(xiàn)有的設(shè)計(jì)模式自動(dòng)識(shí)別方法大多只考慮設(shè)計(jì)模式的結(jié)構(gòu)特征,識(shí)別準(zhǔn)確率不高.為此,提出了一種考慮多種特征因素的設(shè)計(jì)模式自動(dòng)識(shí)別方法.首先,提出了一種基于特征矩陣的待考查系統(tǒng)和設(shè)計(jì)模式的形式化描述方法;然后,給出了設(shè)計(jì)模式自動(dòng)識(shí)別的基本流程,并詳細(xì)討論了綜合考慮多種特征因素的設(shè)計(jì)模式識(shí)別算法;最后,實(shí)現(xiàn)了該方法的支撐工具,并使用該工具對(duì)一個(gè)開源項(xiàng)目進(jìn)行了設(shè)計(jì)模式的識(shí)別.實(shí)驗(yàn)結(jié)果表明,相對(duì)于只考慮結(jié)構(gòu)特征的設(shè)計(jì)模式識(shí)別方法,該方法的識(shí)別準(zhǔn)確率較高.對(duì)于結(jié)構(gòu)特征不夠明顯或者與其他模式具有相似結(jié)構(gòu)特征的設(shè)計(jì)模式,識(shí)別準(zhǔn)確率明顯提升.
[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.
【作者單位】: 中國(guó)礦業(yè)大學(xué)(北京)機(jī)電與信息工程學(xué)院;中國(guó)石油大學(xué)(北京)地球物理與信息工程學(xué)院;
【基金】:國(guó)家自然科學(xué)基金項(xiàng)目(60873093) 國(guó)家重點(diǎn)基礎(chǔ)研究發(fā)展計(jì)劃(973計(jì)劃)項(xiàng)目(2013CB228602)
【分類號(hào)】:TP391.4
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本文編號(hào):1896207
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