基于OpenStack云平台的Docker容器安全监测方法研究

Research on security monitoring method of Docker container engine based on OpenStack cloud platform

随着虚拟化技术和容器技术的兴起,容器安全问题引起了社会和企业的广泛重视。针对传统的监控方式对Docker容器信息监控不全面、易产生监控黑洞等问题,提出一种针对OpenStack云平台下的Docker容器安全监测方法,该方法针对性强,资源占用率小,除了实现传统监测功能外,通过采用Logistic-ARMA预警模型和BERT序列标注,还可以实现对DoS攻击、容器逃逸等恶意攻击的有效监测,且根据容器规模不同可实现自定义的预警功能。经过实验验证,该方法在大规模容器网络中威胁预测准确率可达85%以上。

With the rise of virtualization technology and container technology,container security has attracted extensive attention of society and enterprises.In view of the problems that the traditional monitoring method does not fully monitor the Docker container information and is easy to produce monitoring black holes,this paper proposes a Docker container security monitoring method under the OpenStack cloud platform.This method has strong pertinence and low resource occupancy.In addition to realizing the traditional monitoring function,this methocl can effectively monitor the malicious attacks such as DoS attack and container escape by using the Logistic-ARMA warning model and BERT sequence annotation,and realize the customized early warning functions according to different container sizes.Experimental results show that the accuracy of threat prediction in large-scale container networks can reach more than 85%.