电力信息与通信技术2025,Vol.23Issue(7):73-81,9.DOI:10.16543/j.2095-641x.electric.power.ict.2025.07.10
基于改进最大熵算法的无线通信网络安全漏洞检测系统设计
Design of Security Vulnerability Detection System for Wireless Communication Networks Based on Improved Maximum Entropy Algorithm
摘要
Abstract
The complexity and variability of wireless communication network topology and weak protection of signal transmission nodes in the network lead to threats to communication security,for this reason,this paper designs a wireless communication network security vulnerability detection system based on improved maximum entropy algorithm.The vulnerability information acquisition module,intelligent pre-processing module,security vulnerability detection engine and detection program response module are set and the real-time connection relationship between the module components to complete the hardware design of wireless communication network security vulnerability intelligent detection system is standardized.The improved maximum entropy algorithm is designed,according to the maximum entropy expression,the optimization processing of vulnerability detection information is implemented to improve the correlation between the vulnerability detection information samples,and complete the intelligent optimization of security vulnerability detection information based on the improved maximum entropy algorithm.According to the intelligent initialization conditions of the detection environment,a variety of different intelligent detection procedures are distributed,and application components at all levels are united to complete the design of the wireless communication network security vulnerability detection system based on the improved maximum entropy algorithm.The experimental results show that the application of the above system can control the vulnerability accumulation detection error within 3%,and the minimum value of the leakage detection rate is 0.5%,which is in line with the practical application requirements of accurate detection.关键词
改进最大熵算法/无线通信网络安全/漏洞检测/程序响应/条件熵值/改进迭代尺度Key words
improved maximum entropy algorithm/wireless communication network security/vulnerability detection/program response/conditional entropy value/improvement of the iteration scale分类
信息技术与安全科学引用本文复制引用
钟晓书,张洋..基于改进最大熵算法的无线通信网络安全漏洞检测系统设计[J].电力信息与通信技术,2025,23(7):73-81,9.基金项目
咸阳市重点研发计划项目(L2024-ZDYF-ZDYF-SF-0013). (L2024-ZDYF-ZDYF-SF-0013)