网络安全可视化可直观地提取网络安全特征、全方位感知网络安全态势,但如何宏观把控网络安全的整体分析流程仍是一大研究难题。为此,引入了数据挖掘中经典的示例-探索-修改-模型-评估(sample-exploremodify-model-assess,SEMMA)分析范式...网络安全可视化可直观地提取网络安全特征、全方位感知网络安全态势,但如何宏观把控网络安全的整体分析流程仍是一大研究难题。为此,引入了数据挖掘中经典的示例-探索-修改-模型-评估(sample-exploremodify-model-assess,SEMMA)分析范式,并结合网络安全可视化提出了一套通用的网络安全事件分析模型,将分析过程划分为数据处理、行为特征探索、异常对象定位、异常事件描述与行为模式关联分析等步骤,规范安全事件探索分析流程。在行为特征探索环节,用模糊C均值算法量化主机行为,识别网络资产结构;提出了用基于协议的节点链接图(protocol-based node link diagram,PBNLD)可视化表征形式构建网络通信模型,以提升大规模节点的绘制质量;以安全事件分析模型为指导,面向多源安全日志实例数据,搭建了网络安全事件可视探索系统,通过多视图协同与故事线回溯的方式实现网络资产划分、网络异常事件提取和攻击事件演化。最后,通过实验证明了分析模型的有效性。展开更多
Due to complex computation and poor real-time performance of the traditional iris recognition system,iris feature is extracted by using amplitude and phase information of the mean image blocks based on Gabor filtering...Due to complex computation and poor real-time performance of the traditional iris recognition system,iris feature is extracted by using amplitude and phase information of the mean image blocks based on Gabor filtering on image,and the k-nearest neighbor algorithm is combined to complete iris recognition function.The recognition reduces the recognition time and improves the recognition accuracy.At the same time,identification result is transmitted to the cloud server through ZigBee network to solve diffcult wiring problem.The experiment shows the system runs stably and has fast recognition speed.It has been applied to a security system.展开更多
文摘网络安全可视化可直观地提取网络安全特征、全方位感知网络安全态势,但如何宏观把控网络安全的整体分析流程仍是一大研究难题。为此,引入了数据挖掘中经典的示例-探索-修改-模型-评估(sample-exploremodify-model-assess,SEMMA)分析范式,并结合网络安全可视化提出了一套通用的网络安全事件分析模型,将分析过程划分为数据处理、行为特征探索、异常对象定位、异常事件描述与行为模式关联分析等步骤,规范安全事件探索分析流程。在行为特征探索环节,用模糊C均值算法量化主机行为,识别网络资产结构;提出了用基于协议的节点链接图(protocol-based node link diagram,PBNLD)可视化表征形式构建网络通信模型,以提升大规模节点的绘制质量;以安全事件分析模型为指导,面向多源安全日志实例数据,搭建了网络安全事件可视探索系统,通过多视图协同与故事线回溯的方式实现网络资产划分、网络异常事件提取和攻击事件演化。最后,通过实验证明了分析模型的有效性。
文摘Due to complex computation and poor real-time performance of the traditional iris recognition system,iris feature is extracted by using amplitude and phase information of the mean image blocks based on Gabor filtering on image,and the k-nearest neighbor algorithm is combined to complete iris recognition function.The recognition reduces the recognition time and improves the recognition accuracy.At the same time,identification result is transmitted to the cloud server through ZigBee network to solve diffcult wiring problem.The experiment shows the system runs stably and has fast recognition speed.It has been applied to a security system.
