基于人工数据湖和二次专业库的电力公共数据平台OA
Electric Power Public Data Platform Based on Artificial Data Lake and Secondary Professional Repository
对数据资产进行全面、规范管理,对于电网建设、技术发展乃至管理决策等都具有重要意义,但也面临数据来源多样、模型难统一、专业需求差异大等困难.文章在现有成果基础上,提出了一种以数据湖技术为基础,以专业化的数据中台、数据仓库、数据集市等加工服务模式应对多专业差异化需求的数据统一管理框架,并分析了相关支撑技术和运行机制.指出:通过有序组织的人工数据湖可以实现对大范围多源异构数据的全息管理;面对不同专业的应用需求,不需要也很难建立统一的数据服务模块,根据现实的基础支撑和技术条件情况,对相关需求进行一定归并分别建立加工处理模块是一个可行方案.该方案有助于实现对电力数据资产"宽进精出"、"全息化采集、专业化支持"的管理和应用模式.
Comprehensive and standardized management of data assets is of great significance for power grid construction,technological development,and even management decision-making.However,it also faces difficulties,such as diverse data sources,difficult to establish a unified data model,and significant differences in professional requirements.On the basis of data lake technology and specialized processing service models,such as data middle platform,data warehouse,and data mart,a data unified management framework is proposed to meet the different practical application needs of multiple specialties,and the relevant supporting technologies and operational mechanisms are also analyzed.It is pointed out that a well-organized artificial data lake can achieve comprehensive management of large-scale heterogeneous data from multiple sources.Facing the application needs of different specialties,it is not necessary and difficult to establish a unified data service module.Based on the actual basic support and technical conditions,it is a feasible solution to merge relevant requirements and establish processing modules separately.This scheme enables a"broad access,refined output"and"holistic collection,professional support"management and application model for electric power data assets.
高志远;于芳;徐攀;夏旻;陈鹏
中国电力科学研究院(南京),江苏省 南京市 210003中国电力科学研究院(南京),江苏省 南京市 210003中国电力科学研究院(南京),江苏省 南京市 210003南京信息工程大学江苏省大数据分析技术重点实验室,江苏省 南京市 210044南瑞集团公司(国网电力科学研究院),江苏省 南京市 211106
信息技术与安全科学
电力公共数据平台国网公共数据模型国网企业资源计划数据湖数据资产大数据
electric power public data platformstate grid-common information model(SG-CIM)state grid enterprise resource planning(SG-ERP)data lakedata assetbig data
《电力信息与通信技术》 2026 (4)
61-68,8
国家电网有限公司总部科技项目"面向典型场景的电网调度人工智能应用验证平台构建技术研究"(5100-202255384A-2-0-ZN).
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