P3D:用于高级网络扫描的并行三维坐标可视化

Troy Nunnally, Penyen Chi, K. Abdullah, A. Uluagac, J. Copeland, R. Beyah
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引用次数: 28

摘要

随着网络攻击复杂性的增加,网络管理员将继续努力快速有效地分析安全数据。为了缓解这些挑战,研究人员正在研究各种可视化技术(例如,二维(2D)和三维(3D))来检测、识别和分析恶意攻击。本文讨论了使用立体3D并行可视化技术进行网络扫描的好处,特别是在处理旨在混淆网络管理员的基于遮挡的可视化攻击时。据我们所知,目前还没有2D或3D工具可以分析这些攻击。因此,我们提出了一种新的三维平行坐标可视化工具,用于高级网络扫描和攻击,称为P3D。P3D使用流量数据、过滤技术和最先进的3D技术来帮助网络管理员检测分布式和协调的网络扫描。与其他2D和3D网络安全可视化工具相比,P3D可以防止基于遮挡的可视化攻击(例如,挡风玻璃刮水器和端口源混淆攻击)。我们用模拟分布式扫描攻击的用例来验证我们的工具。我们的评估表明,P3D允许用户提取有关扫描的新信息,并通过在可视化中添加额外的维度和感知区域来最小化信息过载。
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P3D: A parallel 3D coordinate visualization for advanced network scans
As network attacks increase in complexity, network administrators will continue to struggle with analyzing security data immediately and efficiently. To alleviate these challenges, researchers are looking into various visualization techniques (e.g., two-dimensional (2D) and three-dimensional (3D)) to detect, identify, and analyze malicious attacks. This paper discusses the benefits of using a stereoscopic 3D parallel visualization techniques for network scanning, in particular, when addressing occlusion-based visualization attacks intended to confuse network administrators. To our knowledge, no 2D or 3D tool exists that analyzes these attacks. Hence, we propose a novel 3D Parallel coordinate visualization tool for advanced network scans and attacks called P3D. P3D uses flow data, filtering techniques, and state-of-the art 3D technologies to help network administrators detect distributed and coordinated network scans. Compared to other 2D and 3D network security visualization tools, P3D prevents occlusion-based visualization attacks (e.g., Windshield Wiper and Port Source Confusion attacks). We validate our tool with use-cases from emulated distributed scanning attacks. Our evaluation shows P3D allows users to extract new information about scans and minimize information overload by adding an extra dimension and awareness region in the visualization.
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