吉林大学学报(信息科学版) ›› 2023, Vol. 41 ›› Issue (1): 67-75.

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基于本体和关联数据的知识集成模型研究

袁 满1 , 李明轩1 , 张维罡1 , 袁靖舒2   

  1. (1. 东北石油大学 计算机与信息技术学院, 黑龙江 大庆 163318; 2. 中国石油大学(北京) 信息科学与工程学院, 北京 102249)
  • 收稿日期:2022-02-26 出版日期:2023-02-08 发布日期:2023-02-09
  • 作者简介:袁满(1965— ), 男, 吉林农安人, 东北石油大学教授, 博士生导师, 主要从事知识组织、 认知科学、 数据科学和标准化研究, (Tel)86-15765959186(E-mail)yuanman@ nepu. edu. cn。
  • 基金资助:
    黑龙江省高等教育教学改革基金资助项目(SJGY20200107)

Research on Knowledge Integration Model Based on Ontology and Linked Data

YUAN Man 1 , LI Mingxuan 1 , ZHANG Weigang 1 , YUAN Jingshu 2   

  1. (1. School of Computer and Information Technology, Northeast Petroleum University, Daqing 163318, China; 2. School of Information Science and Engineering, China University of Petroleum (Beijing), Beijing 102249, China)
  • Received:2022-02-26 Online:2023-02-08 Published:2023-02-09

摘要: 由于目前各领域集成模型还主要以数据集成、 信息集成为主, 但这些集成模型中缺乏对标准的融合等问题, 而本体和关联数据技术不仅能从根本上解决“知识孤岛冶现象, 且基于该技术还能在模式层将语义进行链接, 减少数据的冗余, 为知识元提供集成化的知识模型。 为此首先比对并分析了传统知识组织方法, 然后依据本体、 关联数据知识组织方法, 提出并构建了标准驱动的知识集成模型。 该模型通过复用领域主题词表和国际上相关的事实标准本体中的叙词表实现对领域知识本体的表示。 最后通过关联数据技术将实体 RDF (Resource Description Framework)序列化, 并实现与外部知识库中的实体进行链接, 发布成统一的、 集成化的关联数据, 为领域提供知识服务。 为验证所提模型的可行性, 以石油领域为背景, 复用了石油主题词等标准词汇表并构建了标准化石油领域本体, 再将石油领域知识与 GeoNames 和 DBpedia 百科知识库关联实现了集成,验证了所提模型的合理性与可用性, 该标准化的集成模型同样适用于其他领域的知识集成。

关键词: 知识集成, 标准化, 本体, 关联数据

Abstract: At present, the integration models in various fields mainly focus on data integration and information integration, but these integration models lack the integration of standards. Ontology and linked data technology can fundamentally solve the “knowledge island冶 phenomenon, and link semantics at the pattern level, reducing data redundancy, and providing an integrated knowledge model for knowledge elements. Firstly, the traditional knowledge organization methods are compared and analyzed, and then a standard driven knowledge integration model is proposed and constructed according to the knowledge organization methods of ontology and linked data. The model realizes the representation of domain knowledge ontology by re-using the domain thesaurus and the vocabularies in the relevant international fact standard ontology. Finally, the RDF ( Resource Description Framework) is serialized through the linked data technology, and linked with entities in the external knowledge base to publish unified and integrated linked data to provide knowledge services for the field. In order to verify the feasibility of the proposed model, taking the petroleum field as the background, the standard vocabularies such as
petroleum subject words is re-used, and the standardized petroleum field ontology is constructed, which integrates the petroleum knowledge in the petroleum field with the knowledge of GeoNames and DBpedia encyclopedia. The rationality and availability of the proposed model are verified. The proposed standardized integration model is also suitable for the integration of knowledge in other fields.

Key words: knowledge integration, standardization, ontology, linked data

中图分类号: 

  • TP301