基于双支持向量机的指挥信息系统安全态势评估模型

Liang-Liang Shi, Jian Chen
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引用次数: 4

摘要

针对指挥信息系统安全态势评估中训练样本来源广、时间和空间复杂度高、求解方法主观性强等难题,提出了一种基于双支持向量机的方法。首先,分析了影响指挥信息系统安全的主要因素。然后基于双支持向量机,建立了指挥信息系统安全态势评估模型。在此基础上,利用TWSVM进行样本数据学习和参数估计,得到全局最优解。仿真结果表明,与传统的评估方法相比,所提出的方法能够提高评估系统的准确性,快速有效地反映当前系统的安全状况,具有较强的鲁棒性。
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Assessment Model of Command Information System Security Situation Based on Twin Support Vector Machines
In order to solve the difficult issues in Command Information System security situation assessment such as having wide sources of training samples, the time and space complexity is high and the method solving the problems are strong subjective and so on, an approach based on twin support vector machines is proposed. Firstly, the main factors which affect the command information system security are analyzed. Then based on the twin support vector machines, the assessment model of command information system security situation is established. Based on this, the TWSVM is used for sample data learning and parameter estimation, then the global optimum solution is get. Simulation results show that compared with traditional assessment methods, the proposed method can improve the accuracy of the assessment system, reflect the security situation of the current system quickly and efficiently, and has strong robustness.
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