标准驱动的知识组织系统构建与映射模型研究

IF 4.1 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Jingshu Yuan, Kexin Zhai, Hongxin Li, Man Yuan
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引用次数: 0

摘要

随着人工智能和企业数字化转型的快速发展,计算机中语义知识的标准化组织、存储和管理成为当前研究的重点。知识组织(KO)作为知识体系构建的核心理论,为语义知识的组织与表征研究提供了理论支撑,其中知识组织系统(KOS)是语义组织的重要工具。目前,许多学者基于理论从不同角度对知识组织系统进行了研究,为知识组织系统的可持续发展提供了方向。然而,这些研究大多集中在 KOS 的某些方面,处于 "散点 "状态,缺乏基于理论和国际标准对 KOS 构建和语义组织基本原理的系统分析。因此,本文首先通过对语义学、逻辑学、系统论等多学科基础理论和ISO 1087:2019、ISO 25964:2013、ISO 11179:2023等国际标准的综合研究,分别构建了概念世界和计算机世界的KOS理论模型,并追溯了从概念世界的 "概念 "到计算机世界的 "元数据 "知识和语义的迭代构建、组织和映射过程。基于元数据的语义组织在计算机中得以实现。其次,在此基础上,为了实现领域知识的本体表示,提出了基于 MDR 元数据的本体构建方法。最后,以石油领域 Epicentre 模型的语义组织和本体构建为例,验证了本文提出的思路和方法的可行性。本文提出的模型和方法不受 KOS 具体类型的限制,具有创新性和普适性。该方法也适用于概念系统建模、元数据标准构建和数据建模等其他领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on the construction and mapping model of knowledge organization system driven by standards

With the rapid development of artificial intelligence and enterprise digital transformation, the standardization organization, storage and management of semantic knowledge in computers have become the current research focus. As the core theory of knowledge system construction, knowledge organization (KO) provides theoretical support for the study of semantic knowledge organization and representation, among which knowledge organization system (KOS) is the important tool of semantic organization. At present, many scholars have carried out research from different perspectives of KOS based on theory, which provides the direction for the sustainable development of KOS. However, most of these studies focus on some aspects of KOS, which are in a "scattered" state, lacking systematic analysis of the basic principles of KOS construction and semantic organization based on theories and international standards. Therefore, this paper firstly constructs KOS theoretical models in the conceptual world and computer world respectively through a comprehensive study of multi-disciplinary basic theories such as semantics, logic, system theory, and international standards such as ISO 1087:2019, ISO 25964:2013, and ISO 11179:2023, and traces the iterative construction, organization and mapping process from "concept" in the conceptual world to "metadata" knowledge and semantics in the computer world. The semantic organization based on metadata is realized in computer. Secondly, on this basis, in order to realize ontology representation of domain knowledge, the ontology construction method based on MDR metadata is proposed. Finally, taking the semantic organization and ontology construction of Epicentre model in petroleum field as an example, the feasibility of the ideas and methods proposed in this paper is verified. The model and method proposed in this paper is independent of the specific type of KOS, so it is innovative and universal. The methodology is also applicable to other fields of conceptual system modeling, metadata standard construction, and data model modeling.

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来源期刊
Computer Standards & Interfaces
Computer Standards & Interfaces 工程技术-计算机:软件工程
CiteScore
11.90
自引率
16.00%
发文量
67
审稿时长
6 months
期刊介绍: The quality of software, well-defined interfaces (hardware and software), the process of digitalisation, and accepted standards in these fields are essential for building and exploiting complex computing, communication, multimedia and measuring systems. Standards can simplify the design and construction of individual hardware and software components and help to ensure satisfactory interworking. Computer Standards & Interfaces is an international journal dealing specifically with these topics. The journal • Provides information about activities and progress on the definition of computer standards, software quality, interfaces and methods, at national, European and international levels • Publishes critical comments on standards and standards activities • Disseminates user''s experiences and case studies in the application and exploitation of established or emerging standards, interfaces and methods • Offers a forum for discussion on actual projects, standards, interfaces and methods by recognised experts • Stimulates relevant research by providing a specialised refereed medium.
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