基于D-S证据理论的网络安全态势定量评价模型

Zhongwei Zhao, Tingting Zhou, Huan Wang
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引用次数: 3

摘要

针对态势感知系统中评估信息源过于单一、准确性偏差过大的问题,研究了一种基于D-S证据理论的网络安全态势评估模型。首先,该模型采用PCA对报警数据进行预处理,缩短了报警处理时间;其次,利用改进的DS证据理论,将多源攻击数据的可信度结合起来,提高了报警识别率;第三,通过构建脆弱性、威胁和资产三种态势评估指标,量化态势成分,提高感知的准确性;第四,采用加权平均法综合态势分量;最后,利用网络实例数据对模型和算法进行了验证,结果表明了该方法的正确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantitative Evaluation Model of Network Security Situation Based on D-S Evidence Theory
This paper studies a network security situation assessment model based on D-S evidence theory for the problems that the assessment information source is too single and the accuracy deviation is too large in the situation awareness system. First, the model uses PCA to pre-process the alarm data to shorten the alarm processing time; secondly, it uses the improved DS evidence theory to combine the credibility of multi-source attack data and improve the alarm recognition rate; thirdly, by constructing three kinds of situation assessment indicators of vulnerability, threat and assets, it quantifies the situation component and improves the accuracy of the perception; fourthly, it also uses the weighted average method to synthesize the situation component; finally, the model and algorithm are verified by using network instance data and the results show the correctness of the method.
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