Abstract Edge computing, a distributed computing architecture within the knowledge-defined network (KDN), faces challenges due to significant disparities and data heterogeneity among its nodes, hindering their interaction. Ontology, solution Semantic Web, is well-suited for addressing matching ontologies effectively. However, ontology presents difficulties non-linear mathematical issues. To ove...