基于多特征融合的无线通信网络关键节点识别研究  

Study on Identifying Key Nodes in Wireless Communication Network Based on Multi-Feature Fusion

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作  者:刘赛 侯立刚 LIU Sai;HOU Ligang(Xingtai Electric Power Supply Company,Hebei Xingtai 054000)

机构地区:[1]邢台供电公司,河北邢台054000

出  处:《长江信息通信》2025年第2期176-178,共3页Changjiang Information & Communications

摘  要:对于大规模无线通信网络仅依赖单一的测度指标,反映节点在网络中的某些方面的重要性,因此容易遗漏一些在特定场景下至关重要的节点,导致无线通信网络关键节点识别精度低,为此研究基于多特征融合的无线通信网络关键节点识别方法。对无线通信网络节点数据进行预处理,提取无线通信网络节点的多种特征并建立节点多特征融合模型,确定节点综合特征,根据节点综合特征和聚类分析方法识别出网络中的关键节点。实验结果表明,所提方法在无线通信网络关键节点识别中的高精度和有效性,为无线通信网络安全与稳定提供了有力保障。For large-scale wireless communication networks that rely solely on a single measurement index to reflect the importance of certain aspects of nodes in the network,it is easy to miss some nodes that are crucial in specific scenarios,resulting in low accuracy in identifying key nodes in wireless communication networks.Therefore,research is being conducted on key node identification methods for wireless communication networks based on multi feature fusion.Preprocess the data of wireless communication network nodes,extract multiple features of wireless communication network nodes,establish a node multi feature fusion model,determine the comprehensive features of nodes,and identify key nodes in the network based on the comprehensive features of nodes and clustering analysis methods.The experimental results show that the proposed method has high accuracy and effectiveness in identifying key nodes in wireless communication networks,providing strong guarantees for the security and stability of wireless communication networks.

关 键 词:多特征融合 无线通信网络 关键节点识别 无线通信网络节点 网络关键节点识别 

分 类 号:TN915[电子电信—通信与信息系统]

 

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