自动化技术与应用2025,Vol.44Issue(1) :110-114.DOI:10.20033/j.1003-7241.(2025)01-0110-05

智能电网多智能体信息自动化融合模型构建

Construction of Intelligent Grid Multi-agent Information Automatic Fusion Model

崔跃君 张浩海 王昊 王磊 顾新桥
自动化技术与应用2025,Vol.44Issue(1) :110-114.DOI:10.20033/j.1003-7241.(2025)01-0110-05

智能电网多智能体信息自动化融合模型构建

Construction of Intelligent Grid Multi-agent Information Automatic Fusion Model

崔跃君 1张浩海 1王昊 1王磊 1顾新桥1
扫码查看

作者信息

  • 1. 北京中电普华信息技术有限公司,北京 100000
  • 折叠

摘要

智能电网多智能体信息具有多源异构性,有效利用信息的准确性较低,融合效率不佳.针对上述问题,构建一种智能电网多智能体信息自动化融合模型.利用数据仓库技术集成智能电网多智能体信息,并实施完整性处理和异常值处理.为降低信息量、信息维度,提取信息距离熵特征,计算匹配系数.然后以匹配系数为输入值,通过K均值聚类算法将同类别的智能电网多智能体信息划分到一起,实现信息自动化融合.实验结果表明:应用所构建的自动化模型,同类融合的信息间一致性达到最大值,均在0.8以上;时间开销均达到最小值,由此说明所构建的模型融合准确性更高,融合效率较好.

Abstract

Smart grid multi-agent information has multi-source heterogeneity,the accuracy of effective use of information is low,and the fu-sion efficiency is poor.To solve the above problems,a smart grid multi-agent information automatic fusion model is constructed.The data warehouse technology is used to integrate the multi-agent information of smart grid and implement integrity processing and outlier processing.In order to reduce the amount and dimension of information,the information distance entropy feature is ex-tracted and the matching coefficient is calculated.Then,with the matching coefficient as the input value,the smart grid multi-agent information of the same category is divided together by K-means clustering algorithm to achieve automatic informa-tion fusion.The experimental results show that the consistency of information among the same kind of fusion reaches the maxi-mum value,which is more than 0.8;The time cost reaches the minimum value,which indicates that the fusion accuracy of the model is higher and the fusion efficiency is better.

关键词

智能电网/多智能体/信息集成/距离熵/K均值聚类算法/自动化融合

Key words

smart grid/multi agent/information integration/distance entropy/K-means clustering algorithm/automatic fusion

引用本文复制引用

出版年

2025
自动化技术与应用
中国自动化学会 黑龙江省自动化学会 黑龙江省科学院自动化研究所

自动化技术与应用

影响因子:0.316
ISSN:1003-7241
段落导航相关论文