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基于大数据的无线通信网络干扰信号自动告警方法

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当前通信网络干扰信号自动告警规则一般设定为针对性的形式,自动告警的约束效果难以控制,导致可识别告警误差增加,为此提出对基于大数据的无线通信网络干扰信号自动告警方法的设计与验证研究.根据当前的测定需求及标准,先进行基础干扰信号告警特征提取,采用多阶的方式,加强对自动告警约束规则的控制效果,建立多阶定性告警限制规则,以此为基础,构建大数据网络干扰信号自动告警模型,采用PRI威胁信号识别完成自动告警处理.测试结果表明:对比于传统深度学习YOLOv2算法网络干扰信号自动告警测试组、传统相关系数网络干扰信号自动告警测试组,此次所设计的大数据网络干扰信号自动告警测试组最终得出的可识别告警误差被较好的控制在0.22以下,说明在大数据技术的辅助下,当前所设计的通信网络干扰信号自动告警方法实际应用效果更佳,针对性更强,误差可控,具有实际的应用价值.
Automatic alarm method for interference signal of wireless communication network based on big data
The current automatic alarm rule of communication network interference signal is generally set in a targeted form,and the constraint effect of automatic alarm is difficult to con-trol,which leads to the increase of recognizable alarm error.Therefore,the design and verifica-tion study of the automatic alarm method of interference signal of wireless communication net-work based on big data is proposed.According to the current requirements and standards,basic interference signal alarm feature extraction,adopt the method of multiple order,strengthen the control effect of automatic alarm constraint rules,establish multiple order qualitative alarm limit rules,on the basis,build big data network interference signal automatic alarm model,using PRI threat signal identification to complete automatic alarm processing.Test results show that:com-pared with the traditional deep learning YOLOv2 algorithm network interference signal auto-matic alarm test group,the traditional correlation coefficient,the big data network interference signal automatic alarm test group finally recognizable alarm error is better controlled under 0.22,that under the aid of big data technology,the current design of the communication net-work interference signal automatic alarm method practical application effect is better,more per-tinence,the error control,has the practical application value.

big data technologywireless communicationnetwork interference recognitionsig-nal acquisitionautomatic alarmalarm method

杨梅芳

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濮阳职业技术学院,河南濮阳 457000

大数据技术 无线通信 网络干扰识别 信号采集 自动告警 告警方法

2024

长江信息通信
湖北通信服务公司

长江信息通信

影响因子:0.338
ISSN:2096-9759
年,卷(期):2024.37(2)
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