The method of using hypernetworks and concept lattice to solve domain concepts' semantic inconsistencies

Fenghua Hu, Xiaogang Qiu, Lei Luo
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Abstract

There are many semantic inconsistencies between domain concepts, which made it difficult to model, to interoperate and also to compose models semantically in software engineering, M&S (modeling and simulation) or semantic web. Thus we described the domain concepts and concepts taxonomy by hypernetwork (concept hypergraph), whose nodes set is the concepts set and edge is consisted of the correlative properties. Firstly, we have found out that the nodes set of concept hypergraph has the feature of order. In addition, by the definition of formal context, we have proved that the concept set is a complete concept lattice. And then, the domain knowledge has been extended from both of aspects of concept's extent and intent simultaneously, while the hypernetwork system has also been expanded according to the extended concept set. Finally, to achieve the semantically consistent taxonomy of the domain concepts through the hypernetwork system's adjacency and path matrices sequentially, we illustrated the example of the semantic inconsistencies of the military domain artillery concept's taxonomy and have given the method and steps perfectly.
利用超网络和概念格解决领域概念语义不一致的方法
在软件工程、建模与仿真(M&S)或语义网中,领域概念之间存在许多语义上的不一致,这使得建模、互操作和语义上的模型组合变得困难。因此,我们用超网络(概念超图)来描述领域概念和概念分类,其节点集是概念集,边缘由相关属性组成。首先,我们发现概念超图的节点集具有有序的特征。此外,通过形式上下文的定义,证明了概念集是完全概念格。然后,从概念的广度和意图两个方面同时对领域知识进行扩展,同时根据扩展的概念集对超网络系统进行扩展。最后,为了通过超网络系统的邻接矩阵和路径矩阵顺序实现领域概念的语义一致性分类,我们举例说明了军事领域火炮概念分类的语义不一致性,并给出了完善的方法和步骤。
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