专稿

面向可信数据空间的统一数据目录体系研究

  • 索传军 ,
  • 李木子 ,
  • 贾君枝 ,
  • 杨胜男 ,
  • 戎军涛
展开
  • 1 中国人民大学信息资源管理学院 北京 100872;
    2 中国人民大学国家大数据治理与人工智能创新平台 北京 100872;
    3 中国人民大学-蜀道集团“档案与数据”实验室 北京 100872;
    4 郑州大学图书馆, 郑州大学信息资源管理博士后流动站 郑州 450001;
    5 石家庄学院图书馆 石家庄 050035
索传军,教授,博士,博士生导师;李木子,博士,博士后,硕士生导师;贾君枝,教授,博士,博士生导师;杨胜男,硕士研究生;戎军涛,副研究馆员,博士,通信作者,E-mail:rjt-205@163.com。

收稿日期: 2025-06-05

  修回日期: 2025-08-27

  网络出版日期: 2026-03-31

Research on Unified Data Catalog System for Trusted Data Space

  • Suo Chuanjun ,
  • Li Muzi ,
  • Jia Junzhi ,
  • Yang Shengnan ,
  • Rong Juntao
Expand
  • 1 School of Information Resource Management, Renmin University of China, Beijing 100872;
    2 Bigdata and Responsible Artificial Intelligence for National Governance, Renmin University of China, Beijing 100872;
    3 Renmin University of China-Shudao Group "Archives and Data" Joint Laboratory, Beijing 100872;
    4 Zhengzhou University Library, Postdoctoral Research Station of Information Resource Management, Zhengzhou 450001;
    5 Shijiazhuang University Library, Shijiazhuang 050035

Received date: 2025-06-05

  Revised date: 2025-08-27

  Online published: 2026-03-31

摘要

[目的/意义] 可信数据空间是国家数据要素市场的重要载体。数据目录是实现数据空间内数据产品有序组织、发现、交易与开发运营的基本组件。构建统一数据目录体系,支持可信数据空间中数据运营与管理,对可信数据空间建设具有重要意义。[方法/过程] 在梳理国内外可信数据空间数据目录体系相关研究与建设实践基础上,采用模型构建方法构建可信数据空间统一数据目录体系架构,并借鉴语义网本体论的思想,提出可信数据空间统一数据目录体系的本体模型,最后分析目录本体的应用场景。[结果/结论] 构建的可信数据空间的统一数据目录体系以可信数据空间内的数据产品为描述对象,以本体作为描述手段,以语义数据网络作为表现形式,具有多维语义浏览和资源发现能力,可以有效支持数据发现与供给、使用控制、供需对接、审计评估和全程溯源等应用场景。

本文引用格式

索传军 , 李木子 , 贾君枝 , 杨胜男 , 戎军涛 . 面向可信数据空间的统一数据目录体系研究[J]. 图书情报工作, 2026 , 70(7) : 3 -17 . DOI: 10.13266/j.issn.0252-3116.2026.07.001

Abstract

[Purpose/Significance] The trusted data space is an important carrier of the national data element market. A data catalog serves as a fundamental component for the orderly organization, discovery, transaction, and operation and development of data products in the data space. Therefore, building a unified data catalog system to support data operation and governance within trusted data space is of strategic significance. [Result/Conclusion] Based on a systematic review of domestic and international research and practical efforts related to data catalog system in trusted data space, this paper adopts a model-driven approach to construct a system architecture for a unified data catalog system. Inspired by semantic web ontology, it further proposes an ontology model tailored for trusted data spaces and discusses potential application scenarios of catalog ontology. [Results/Conclusion] The proposed unified data catalog system of the trusted data spaces use data products as its core description objects, applies ontology as the description mechanism, and leverages semantic data networks for representation. It supports multi-dimensional semantic browsing and intelligent data discovery, enabling application scenarios such as data discovery and supply, usage control, supply-demand matching, audit and evaluation, and end-to-end traceability and other application scenarios.

参考文献

[1] 中国信息通信研究院. 数据要素白皮书( 2023) [R]. 中国信 息通 信研 究院, 2023: 5-7. (CAICT. White paper on data elements (2023)[R]. CAICT, 2023: 5-7.)
[2] 门理想, 魏筠筵, 毛菁菁, 等. 公共数据开发利用中的大语言模型应用:前景、挑战与路径[J]. 情报理论与实践, 2024, 47(11): 111-120, 70. (MEN L X, WEI Y Y, MAO J J, et al. Applications of large language models in the development and utilization of public data: prospects, challenges and approaches[J]. Information studies: theory & application, 2024, 47(11): 111-120, 70.)
[3] 国家数据局. 可信数据空间发展行动计划( 2024—2028年) [EB/OL]. [2025-10-13]. https://www.gov.cn/zhengce/zhengceku/202411/content_6996363.htm. (National Data Administration. Trusted data space development action plan (2024-2028)[EB/OL]. [2025-10-13]. https://www.gov.cn/zhengce/zhengceku/202411/content_6996363.htm.)
[4] 尹西明, 王帅民, 王艺培, 等. 场景驱动可信数据空间建设与融通应用:理论机制与实践进路[J]. 科技智囊, 2025(1): 9-18. (YIN X M, WANG S M, WANG Y P, et al. Contextdriven trusted data space construction and integrated application: theoretical mechanisms and practical approaches[J]. Think tank of science & technology, 2025(1): 9-18.)
[5] WEBER N, NORLANDER B. Open data publishing by public libraries[C]//2019 ACM/IEEE Joint conference on digital libraries. New York: IEEE, 2019: 158-161.
[6] 高斌, 顾婷, 马菊红. 关联数据公共目录探究[J]. 图书馆研究与工作, 2024(9): 88-96. (GAO B, GU T, MA J H. Exploring linked data public directories[J]. Library science research & work, 2024(9): 88-96.)
[7] 彭贤哲, 郑建明, 石进. 数据结构化技术与目录学方法论的 本质 辨析 [J]. 图书 馆学 研究, 2024(2): 43-53. (PENG X Z, ZHENG J M, SHI J. Essential differentiation between data structuring techniques and methodology of bibliography[J]. Research of library science, 2024(2): 43-53.)
[8] 潘雨亭, 柯平. 生成式AI在书目工作中的应用效果及启示 —— 基于文心一言和DeepSeek的实验分析[J]. 现代情 报, 2025, 45(6): 26-33. (PAN Y T, KE P. Application effects and implications of generative Al in bibliographic work—an experimental analysis based on ERNIE Bot and DeepSeek[J]. Journal of modern information, 2025, 45(6): 26-33.)
[9] 吴晓敏. 政府信息资源目录体系与交换体系建设再探[J]. 信息化建设, 2005(Z1): 40-42. (WU X M. Further exploration of the construction of government information resource directory system and exchange system[J]. Informatization construction, 2005(Z1): 40-42.)
[10] 卫佳蕴, 孙莉, 朱吉翔. 基于元数据的目录服务体系研究与实现[J]. 计算机技术与发展, 2008(4): 42-44, 48. (WEI J Y, SUN L, ZHU J X. Research and implementation of catalog service system based on metadata[J]. Computer technology and development, 2008(4): 42-44, 48.)
[11] 郭路生, 刘春年. 基于EA的政府应急信息资源目录体系构建研究[J]. 情报杂志, 2016, 35(10): 125-130. (GUO L S, LIU C N. EA-based construction of catalog system of government emergency information resource[J]. Journal of intelligence, 2016, 35(10): 125-130.)
[12] 闫冬冬, 李晓方. 区块链何以链得起“ 数据孤岛” ? —— 基于“ 技术- 组织” 视角的“ 目录链” 政务数据共享实践分 析[J]. 电子 政务, 2023(12): 117-128. (YAN D D, LI X F. How can blockchain connect “data silos”? - an analysis of the practice of “directory chain” for government data sharing from the perspective of “technology-organization”[J]. E-government, 2023(12): 117-128.)
[13] 胡铁骊, 周博翔, 于浩, 等. 中医药数据资源目录体系构建与研究[J]. 医学信息学杂志, 2024, 45(3): 46-50. (HU T L, ZHOU B X, YU H, et al. Construction and study on the catalogue system of traditional Chinese medicine data resource[J]. Journal of informatics, 2024, 45(3): 46-50.)
[14] 贾君枝, 张绪阳, 张贵香. 档案数据编目:架构、业务流程与功能[J]. 档案学通讯, 2024(1): 52-60. (JIA J Z, ZHANG X Y, ZHANG G X. Archival data cataloging: construction, business processes and functions[J]. Archives science bulletin, 2024(1): 52-60.)
[15] 曾建勋. 强化数据目录体系研究[J]. 农业图书情报学报, 2024, 36(9): 102-103. (ZENG J X. Research on strengthening the data catalog system[J]. Journal of library and information science in agriculture, 2024, 36(9): 102-103.)
[16] 夏义堃, 管茜. 政府数据资产管理的内涵、要素框架与运行 模式 [J]. 电子 政务, 2022(1): 2-13. (XIA Y K, GUAN Q. The connotation, element framework and operation mode of government data asset management[J]. E-government, 2022(1): 2-13.)
[17] 马岩, 郑建明, 赵秀颖, 等. 公共数据开放共享的数据中台构建探析[J]. 图书情报工作, 2025, 69(2): 87-95. (MA Y, ZHENG J M, ZHAO X Y, et al. Analysis of the data center construction for public data opening and sharing[J]. Library and information service, 2025, 69(2): 87-95.)
[18] Atlan. What is a data catalog? definition, benefits, and business use cases[EB/OL]. [2025-10-13]. https://atlan.com/what-is-adata-catalog/.
[19] International data spaces. Dataspace protocol: overview/t e r m i n o l o g y [ E B /O L ]. [ 20 25 - 10 - 13 ]. h t t p s : //d o c s. internationaldataspaces.org/ids-knowledgebase/dataspaceprotocol/overview/terminology/.
[20] European Commission. About OOTS[EB/OL]. [2025-10-13]. https://ec.europa.eu/digital-building-blocks/sites/display/OOTS/About+OOTS..
[21] ELDA. LDS - the common european language data space [EB/OL]. [2025-10-13].http://portal. elda.org/en/projects/currentprojects/lds-common-european-language-data-space/.
[22] EUCAIM Consortium. Home-Cancer Image Europe [EB/OL]. [2025-07-25]. https://cancerimage.eu/.
[23] Gaia-X. Lighthouse data spaces[EB/OL]. [2025-10-13]. https://gaia-x.eu/who-we-are/lighthouse-data-spaces/.
[24] BOOT-X. Open source architecture [EB/OL]. [2025-10-13]. https://www.boot-x.eu/open-source-architecture/.
[25] EuProGigant. The lighthouse project for Gaia-X in manufacturing[EB/OL]. [2025-10-13]. https://euprogigant.com/en/.
[26] 高富平. 可信数据流通制度论— 治理范式经济秩序的形成[J]. 交大 法学, 2024(5): 94-115. (GAO F P. Theory of trusted data sharing institution - governance paradigm of formation of economic order[J]. SJTU law review, 2024(5): 94-115.)
[27] 索智杨, 祝小静. 面向智慧养老场景的数据资源分类体系框架构建研究[J]. 图书与情报, 2023(2): 127-136. (SUO Z Y, ZHU X J. Research on the framework construction of data resource classification system for smart elderly care scenarios [J]. Library & information, 2023(2): 127-136.)
[28] ROZANSKI N, WOODS E. 软件系统架构(使用视点和视角与利益相关者合作)[M]. 侯伯薇, 译. 北京: 机械工业出版社, 2013: 89-92. (ROZANSKI N, WOODS E. Software systems architecture: working with stakeholders using viewpoints and perspectives[M]. HOU B W, trans. Beijing: China Machine Press, 2013: 89-92.)
[29] 国家标准化管理委员会. 数据管理能力成熟度评估模型: GB/T 36073—2018[S]. 北京: 中国标准出版社, 2018: 12-17. (Standardization Administration. Data management capability maturity assessment model: GB/T 36073—2018[S]. Beijing: Standards Press of China, 2018: 12-17.)
[30] 工业互联网产业联盟, 中国信息通信研究院. 可信工业数据 空间 系统 架构 1.0[EB/OL]. [2025-10-13]. http://www.aiialliance.org/uploads/1/20220125/68c2389362c6f6005711ac4e 68e40425.pdf. (Alliance of Industrial Internet, CAICT. Trusted industrial data space system architecture 1.0[EB/OL]. [2025-10- 13]. http://www.aii-alliance.org/uploads/1/20220125/68c2389362c6f6005711ac4e68e40425.pdf.)
[31] European Commission. The public procurement data space (PPDS)[EB/OL]. [2025-10-13]. https://single-market-economy. ec.europa.eu/single-market/public-procurement/digitalprocurement/public-procurement-data-space-ppds_en/..
[32] 戎军涛. 基于本体的学科知识门户语义检索机制研究[J]. 情报 科学, 2016, 34(6): 47-51, 62. (RONG J T. Research of semantic service mechanism on subject knowledge portals based on ontology[J]. Information science, 2016, 34(6): 47-51, 62.)
[33] DjustConnect. ConnectShop[EB/OL]. [2025-10-13]. https://www.djustconnect.be/en/ConnectShop.
[34] 范淑焕, 侯孟书. 数据空间:一种新的数据组织和管理模式[J]. 计算机科学, 2023, 50(5): 115-127. (FAN S H, HOU M S. Dataspace: a new data organization and management model[J]. Computer science, 2023, 50(5): 115-127.)
[35] 夏义堃, 程铄, 王雪, 等. 数据空间建设的实践进展与运营模式分析— 基于DataSpacesRadar的案例[J]. 图书与情报, 2024(2): 18-32. (XIA Y K, CHENG S, WANG X, et al. Research on practical progress and operation mode of data spaces—based on cases of data spaces radar[J]. Library & information, 2024(2): 18-32.)
[36] 吕指臣, 卢延纯, 马凤娇. 数据空间建设:理论逻辑、发展现状与实践路径[J]. 北京工业大学学报(社会科学版), 2025, 25(2): 82-95. (LV Z C, LU Y C, MA F J. Promoting the construction of data spaces: theoretical logic, current situation and practical path[J]. Journal of Beijing University of Technology (social sciences edition), 2025, 25(2): 82-95.)
[37] 唐长乐, 张晓娟. 建立数字信任: 数据要素可信流通的信任基础、内在逻辑与实现框架[J]. 图书馆论坛. 2025, 45(9): 136- 145. (TANG C L, ZHANG X J. Establishing digital trust: the trust foundation, intrinsic logic, and implementation framework for the trusted circulation of data elements [J]. Library tribune, 2025, 45(9): 136-145.)
[38] 储昭武, 李雪凝. 公共数据资源目录体系研究及应用[J]. 信息技术与标准化, 2019(5): 10-14. (CHU Z W, LI X N. Research and application of public data resource catalogue system[J]. Information technology & standardization, 2019(5): 10-14.)
[39] HALEVY A, FRANKLIN M, MAIER D. Principles of dataspace systems[C]//Proceedings of the twenty-fifth ACM SIGMODSIGACT-SIGART symposium on principles of database systems(PODS ‘06). New York: Association for Computing Machinery, 2006: 1-9.
[40] EuProGigant. EuProGigant: about the project [EB/OL]. [2025- 10-13]. https://euprogigant.com/en/project/euprogigant/.
文章导航

/

〈 〉