一种基于可达标识的过程模型修复方法

被引:6
作者
祁宏达
杜玉越
刘伟
机构
[1] 山东科技大学计算机科学与工程学院
关键词
校准; 模型修复; 扩展校准; 修复算法;
D O I
10.16452/j.cnki.sdkjzk.20170106.001
中图分类号
TP301.1 [自动机理论];
学科分类号
081202 ;
摘要
模型修复是一种基于模型增强的过程挖掘的应用技术,现有的模型修复方法大多是以拟合度为主要指标,对于其他维度,诸如精确度,考虑较少。基于此,本文试图综合考虑多个维度,来对过程模型进行修复。校准能够对事件日志进行重演,发现各类偏差,即日志动作和模型动作,却无法确定偏差在Petri网中出现的位置。因此,基于Petri网的可达标识,提出了扩展校准的概念,这样便能确定偏差的位置。进一步地,针对扩展校准中出现的日志动作提出了RMR(Reachable Marking Repaining)算法进行修复。最后,通过实验证明修复算法在拟合度和精确度上均有较好的表现。
引用
收藏
页码:118 / 124
页数:7
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