1. 战略支援部队信息工程大学三院,河南,郑州,450001
2. 河南省信息安全重点实验室,河南,郑州,450001
3. 战略支援部队信息工程大学三院,河南,郑州,450001
4. 河南省信息安全重点实验室,河南,郑州,450001
网络出版:2021-03-25,
纸质出版:2021
移动端阅览
蒋侣, 张恒巍, 王晋东. 基于多阶段Markov信号博弈的移动目标防御最优决策方法[J]. 电子学报, 2021,49(3):527-535.
JIANG L, ZHANG Heng-wei, WANG Jin-dong. A Markov Signaling Game-theoretic Approach to Moving Target Defense Strategy Selection[J]. Acta Electronica Sinica, 2021, 49(3): 527-535.
蒋侣, 张恒巍, 王晋东. 基于多阶段Markov信号博弈的移动目标防御最优决策方法[J]. 电子学报, 2021,49(3):527-535. DOI: 10.12263/DZXB.20191070.
JIANG L, ZHANG Heng-wei, WANG Jin-dong. A Markov Signaling Game-theoretic Approach to Moving Target Defense Strategy Selection[J]. Acta Electronica Sinica, 2021, 49(3): 527-535. DOI: 10.12263/DZXB.20191070.
随着移动目标防御技术研究的不断深入,移动目标防御策略选取问题成为当前研究的热点问题之一,本文提出一种基于多阶段Markov信号博弈模型的移动目标防御最优策略选取方法.首先,结合攻防实际,提出实施攻击所需构建的攻击链模型.其次,在考虑状态随机跳变的基础上,将多阶段信号博弈模型与Markov决策过程相结合,构建基于多阶段Markov信号博弈的移动目标防御模型.同时,引入Logistic映射刻画攻防博弈系统中可能造成概率更新过程失真的随机干扰因素.在形式化建模的基础上,设计折扣收益目标函数,并提出均衡求解算法,给出最优防御策略选取算法.最后,通过仿真实验验证模型和方法的有效性.
With the development of the research on Moving Target Defense (MTD) technique
how to effectively select the optimal strategy of moving target defense has become an urgent issue in the current research. To solve this problem
we propose a MTD optimal strategy selection method based on multi-stage Markov signaling game model. Firstly
combined with the actual attack-defense process
we construct an attack chain model that attackers need to build to carry out the attack. Secondly
due to the random jump between states
we combine multi-stage signaling with Markov Decision Process (MDP) to construct the corresponding MTD model. Meanwhile
we adopt Logistic mapping to characterize the stochastic interference factors that may cause the distortion of the probability updating in the attack-defense process. Additionally
on the basis of formally modeling
we design an objective function with discounted total payoff. Besides
we give a solution method for multi-stage signaling game equilibrium and design an optimal defense strategy selection algorithm for MTD. Finally
the simulation demonstrates the effectiveness and feasibility of the proposed model and method.
0
浏览量
11
下载量
7
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621