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基于安全感知的网络切片部署策略
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TP393.01

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国家自然科学基金(61902426);中国博士后科学基金(2021M692502)


A Network Slice Deployment Method Based on Security Perception
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    摘要:

    针对网络切片的安全部署问题,提出一种基于安全感知的网络切片部署策略。在网络切片部署阶段,先进行虚拟网络功能(VNF)映射,从安全需求的角度定义VNF与物理节点之间的安全约束条件;其次,提取切片部署过程中物理节点的安全特征矩阵,利用策略网络输出安全特征矩阵的概率分布并进行排序;最后,采用基于策略的强化学习方法求解VNF的映射结果。当VNF映射完成后,采用Dijkstra算法进行虚拟链路映射,得到网络切片安全部署结果。仿真结果表明,所提策略在长期收益开销比、请求接受率、网络资源利用率、带宽利用率与运行时间上均优于GRC、VNEC-RL与SVNEC-RL算法,且保证了部署过程中网络切片的安全需求。

    Abstract:

    n view of security deployment of network slices, a network slice deployment strategy based on security awareness is proposed. In the network slice deployment phase, virtual network functions (VNF) are mapped first, and security constraints between VNF and physical nodes are defined from the perspective of security requirements. Secondly, the security feature matrix of physical nodes in the slicing deployment process is extracted, and the probability distribution of the security feature matrix is output by the policy network and sorted. Finally, the strategyC-based reinforcement learning is utilized for solving the mapping results of VNF. After the VNF mapping is complete, the Dijkstra algorithm is used to map virtual links to obtain the security deployment result of network slices. The simulation results show that the proposed strategy is superior to GRC and SVNEC-RL algorithms in terms of longC-term costC-benefit ratio, request acceptance rate, network resource utilization, bandwidth utilization and time complexity, and can meet the security requirements of network slicing during deployment.

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吴玄, 姬伟峰, 翁江, 李映岐, 申秀雨,孙岩.基于安全感知的网络切片部署策略[J].空军工程大学学报,2022,23(4):96-102

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  • 在线发布日期: 2022-09-16
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