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基于湖仓一体技术的"多湖一中台"工业大数据平台研究与应用实践

蒋楠

大数据2025,Vol.11Issue(5):170-184,15.
大数据2025,Vol.11Issue(5):170-184,15.DOI:10.11959/j.issn.2096-0271.2025069

基于湖仓一体技术的"多湖一中台"工业大数据平台研究与应用实践

Research and application practice of"Multi-Data Lake under One Middle-Platform"industrial big data platform based on Lakehouse technology

蒋楠1

作者信息

  • 1. 北京大学工学院,北京 100871||中国石油化工集团有限公司,北京 100728
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摘要

Abstract

With the explosive growth of data volume in the era of the digital economy,data platforms are facing increasing challenges in data storage,processing,and calculation.This paper proposes multiple Data Lakes under a unified Data Middle Platform,which is applied in industrial big data.The architecture,based on the integration of lake and warehouse technology,aims to build an efficient,flexible,and scalable data management platform to support cross-level,cross-organizational,and cross-regional data-sharing applications.With the centralized deployment of the three-level data lake and the middle platform deployed uniformly,the five core functions are constructed,forming the data acquisition capabilities of multi-source heterogeneous data,multi-mode data storage,data processing,data governance,data service,and data security protection.Through multi-data-lakes,collaborative interaction,and unified data control ability,to realize the overall management and open sharing of data of super-large group companies,application scenarios in various business fields are supported,and the value of data elements is released.

关键词

数据湖/湖仓一体/数据中台/工业大数据/数据治理/数据服务

Key words

Data Lake/Lakehouse/data middle platform/industrial big data/data governance/data service

分类

信息技术与安全科学

引用本文复制引用

蒋楠..基于湖仓一体技术的"多湖一中台"工业大数据平台研究与应用实践[J].大数据,2025,11(5):170-184,15.

大数据

2096-0271

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