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基于云计算的信息化网络多通道数据快速融合方法

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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.
A Fast Multi-channel Data Fusion Method for Information Network Based on Cloud Computing
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 net-work cluster structure,the data is input into the deep self-coder model,the multi-channel characteristic data of the information net-work 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.

cloud computinginformation networkMulti-channel datafast fusion

郑婕、张立冬、刘敏、熊伟、徐海舟

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湖北中烟工业有限责任公司,武汉 430040

云计算 信息化网络 多通道数据 快速融合

2021年度信息化应用转型运营项目

2021420000360182

2024

自动化与仪器仪表
重庆工业自动化仪表研究所,重庆市自动化与仪器仪表学会

自动化与仪器仪表

CSTPCD
影响因子:0.327
ISSN:1001-9227
年,卷(期):2024.(7)