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Automatic extraction of OWL ontologies from UML class diagrams: a semantics-preserving approach

机译:从UML类图自动提取OWL本体:一种保留语义的方法

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摘要

Full implementation of the Semantic Web requires widespread availability of OWL ontologies. Manual ontology development using current OWL editors remains a tedious and cumbersome task that requires significant understanding of the new ontology language and can easily result in a knowledge acquisition bottleneck. On the other hand, abundant domain knowledge has been specified by existing database schemata such as UML class diagrams. Thus developing an automatic tool for extracting OWL ontologies from existing UML class diagrams is helpful to Web ontology development. In this paper we propose an automatic, semantics-preserving approach for extracting OWL ontologies from existing UML class diagrams. This approach establishes a precise conceptual correspondence between UML and OWL through a semantics-preserving schema translation algorithm. The experiments with our implemented prototype tool, UML2OWL, show that the proposed approach is effective and a fully automatic ontology extraction is achievable. The proposed approach and tool will facilitate the development of Web ontologies and the realization of semantic interoperations between existing Web database applications and the Semantic Web.
机译:语义Web的完整实施需要OWL本体的广泛可用性。使用当前的OWL编辑器进行手动本体开发仍然是一项繁琐而繁琐的任务,需要对新的本体语言有深入的了解,并且很容易导致知识获取瓶颈。另一方面,现有的数据库模式(例如UML类图)已指定了丰富的领域知识。因此,开发一种用于从现有UML类图提取OWL本体的自动工具有助于Web本体开发。在本文中,我们提出了一种自动的,语义保留的方法,用于从现有的UML类图中提取OWL本体。该方法通过保留语义的模式转换算法在UML和OWL之间建立了精确的概念对应关系。使用我们已实现的原型工具UML2OWL进行的实验表明,该方法是有效的,并且可以实现全自动的本体提取。所提出的方法和工具将促进Web本体的开发以及现有Web数据库应用程序和语义Web之间语义互操作的实现。

著录项

  • 来源
    《World Wide Web》 |2012年第6期|p.517-545|共29页
  • 作者单位

    College of Computer and Information, Hohai University, Nanjing 210098 Jiangsu Province,People's Republic of China;

    College of Computer and Information, Hohai University, Nanjing 210098 Jiangsu Province,People's Republic of China;

    College of Computer and Information, Hohai University, Nanjing 210098 Jiangsu Province,People's Republic of China;

    College of Computer and Information, Hohai University, Nanjing 210098 Jiangsu Province,People's Republic of China;

    College of Computer and Information, Hohai University, Nanjing 210098 Jiangsu Province,People's Republic of China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    web ontology development; schema translation; semantics preservation; UML; class diagram; OWL DL ontology; semantic web;

    机译:网络本体开发;模式翻译;语义保留;UML;类图;OWL DL本体;语义网;

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