自动化与仪器仪表2024,Issue(4) :21-24,31.DOI:10.14016/j.cnki.1001-9227.2024.04.021

基于权重k邻近的通信网络安全漏洞自动化检测

Automated detection of security vulnerabilities in communication networks based on weighted k-neighborhoods

吕连 谢东刚
自动化与仪器仪表2024,Issue(4) :21-24,31.DOI:10.14016/j.cnki.1001-9227.2024.04.021

基于权重k邻近的通信网络安全漏洞自动化检测

Automated detection of security vulnerabilities in communication networks based on weighted k-neighborhoods

吕连 1谢东刚1
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作者信息

  • 1. 广西工业职业技术学院,南宁 530001
  • 折叠

摘要

无线通信网络的安全漏洞检测是保护无线通信网络安全的重要任务,传统检测方法存在效率低下和错误率高的问题.因此,研究将权重概念引入到K邻近分类算法中,将其用于构建一种新型的无线通信网络的安全漏洞自动化检测方法.首先利用k邻近对网络安全漏洞进行检测,然后再引入权重概念,以提升漏洞检测的性能,最后利用数据集来验证构建方法的性能.结果表明在相同的漏洞检测背景下,权重k邻近对漏洞的检测准确性平均值为93.26%,在200条漏洞数据中,检测耗时4.2 s.这表明构建的检测方法对于无线通信网络的安全保护具有一定的实际意义,具有较高的准确性和鲁棒性,有助于提高无线通信网络的安全性和可靠性.

Abstract

Security vulnerability detection in wireless communication networks is an important task to protect the security of wire-less communication networks.Traditional detection methods suffer from inefficiency and high error rate.Therefore,the study proposes an automated detection method for security vulnerabilities in wireless communication networks based on weighted k-neighborhood.Firstly,network security vulnerabilities are detected using k-neighborhood,and then the concept of weights is introduced to improve the performance of vulnerability detection,and finally,a dataset is used to verify the performance of the constructed method.The re-sults show that under the same vulnerability detection context,the average accuracy of vulnerability detection by weighted k-neighbor-hood is 93.26%,and the detection takes 4.2 s in 200 vulnerability data.This indicates that the constructed detection method is of practical significance for the security protection of wireless communication networks with high accuracy and robustness,which can help to improve the security and reliability of wireless communication networks.

关键词

权重/k近邻算法/通信网络/安全漏洞/自动化

Key words

weights/k-nearest neighbor algorithm/communications network/security hole/automatization

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基金项目

广西壮族自治区高等学校中青年教师科研基础能力提升项目(2023)(2023KY1312)

出版年

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
参考文献量13
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