基于云计算的信息化网络多通道数据快速融合方法  

A Fast Multi-channel Data Fusion Method for Information Network Based on Cloud Computing

作　　者：郑婕 张立冬 刘敏[1] 熊伟 徐海舟 ZHENG Jie;ZHANG Lidong;LIU Min;XIONG Wei;XU Haizhou(Hubei Zhongyan Industry Co.,Ltd.,Wuhan 430040,China)

机构地区：[1]湖北中烟工业有限责任公司,武汉430040

出　　处：《自动化与仪器仪表》2024年第7期213-216,共4页Automation & Instrumentation

基　　金：2021年度信息化应用转型运营项目(2021420000360182)。

摘　　要：为了获取满意的数据快速融合结果,提出一种基于云计算的信息化网络多通道数据快速融合方法。通过云计算中的MapReduce对信息化网络多通道数据预处理,删除冗余数据。经过预处理后,将深度自编码器分层部署在信息化网络分簇结构中,将数据输入到深度自编码器模型中,提取信息化网络多通道特征数据,同时将数据传递至汇聚节点,实现信息化网络多通道数据快速融合。实验结果表明,通过所提方法可以有效提升数据融合精度和数据完整性,降低能耗和端到端传输延迟。In order to obtain satisfactory fast data fusion results,a fast multi-channel data fusion method for information network based on cloud computing is proposed.Through MapReduce in cloud computing,the multi-channel data of information network is preprocessed and redundant data is deleted.After preprocessing,the deep self-coder is layered and deployed in the information network cluster structure,the data is input into the deep self-coder model,the multi-channel characteristic data of the information network is extracted,and the data is transferred to the aggregation node at the same time to realize the rapid fusion of multi-channel data of the information network.Experimental results show that the proposed method can effectively improve data fusion accuracy and data integrity,reduce energy consumption and end-to-end transmission delay.

关 键 词：云计算 信息化网络 多通道数据 快速融合 

分 类 号：TN393[电子电信—物理电子学] TP39[自动化与计算机技术—计算机应用技术]