现代科学仪器2024,Vol.41Issue(6) :278-282.

智能变电站多源异构数据融合存储模型构建研究

Construction of a Multi-source Heterogeneous Data Fusion Storage Model for Intelligent Substations

孔维莉 卢飞 田蔚光 骆云飞 王凯
现代科学仪器2024,Vol.41Issue(6) :278-282.

智能变电站多源异构数据融合存储模型构建研究

Construction of a Multi-source Heterogeneous Data Fusion Storage Model for Intelligent Substations

孔维莉 1卢飞 2田蔚光 2骆云飞 1王凯1
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作者信息

  • 1. 北京洛斯达科技发展有限公司,北京 100044
  • 2. 国网经济技术研究院有限公司,北京 102209
  • 折叠

摘要

为提高智能变电站多源异构数据融合效率,提出智能变电站多源异构数据融合存储模型构建方法.采用马尔可夫蒙特卡方法,对缺失的数据进行估计与补全,构建数据的纠偏机制,对数据进行纠偏和清洗,结合概率数据关联算法,对数据的关联性进行计算,根据关联度对处理后的智能变电站多源异构数据进行融合,采用联合卡尔曼滤波算法,对数据进行融合,建立存储数据库,对数据进行存储,形成智能变电站多源异构数据融合存储模型.试验结果表明,所构建的模型对智能变电站多源异构数据进行融合存储,融合耗时短,效率高,具有较好的应用价值.

Abstract

In order to improve the efficiency of multi-source heterogeneous data fusion in smart substation,the construction method of multi-source heterogeneous data fusion storage model in smart substation is proposed.Markov Monte Carlo method is used to estimate and complete the missing data,build a data rectification mechanism,rectify and clean the data,and calculate the relevance of the data by combining the probabilistic data association algorithm.According to the correlation degree,the processed multi-source heterogeneous data of the smart substation are fused,and the data are fused by using the joint Kalman filtering algorithm to establish a storage database and store the data,thus forming a multi-source heterogeneous data fusion storage model of the smart substation.The experimental results show that the model has the advantages of short fusion time,high efficiency and good application value.

关键词

智能变电站/多源异构数据/融合存储模型/数据集

Key words

intelligent substation/Multi-source heterogeneous data/Fusion storage model/data set

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出版年

2024
现代科学仪器
中国分析测试协会

现代科学仪器

CSTPCD
影响因子:0.329
ISSN:1003-8892
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