摘要
智能电网所产生的大量数据使得传统的智能电网数据管理系统无法为数据的聚合和分析提供足够的存储和处理能力。为了解决这些问题,文中提出了一种基于lambda架构的能够对海量智能电网数据进行并行批处理和实时操作的大数据系统,并在云计算平台上实现了该系统。为了测试所提出的大数据系统的性能,进行了对实时智能电网数据可视化和数据聚类的应用。应用结果表明,基于该大数据系统的程序能够可靠地对智能电网大数据进行聚类分析和可视化展示。
The large amount of data generated by smart grids makes traditional smart grid data management systems unable to provide sufficient storage and processing power for data aggregation and analysis.In order to solve these problems,a big data system is proposed based on lambda architecture capable of parallel batch processing and real-time operation of massive smart grid data,what is implemented on the cloud computing platform.In order to test the performance of the proposed big data system,the application of real-time smart grid data visualization and data clustering is carried out.The application results show that the program based on the big data system can reliably cluster and visualize the smart grid big data.
作者
王浩淼
WANG Hao-miao(State Grid Liaoning Electric Power Co.,Ltd.,Shenyang 110006,China)
出处
《信息技术》
2020年第2期161-166,共6页
Information Technology
关键词
智能电网
大数据
聚类
可视化
smart grid
big data
clustering
visualization
