CoAP_UAD: CoAP 被攻击数据集 - 一个基于CoAP的物联网安全研究综合数据集
Jose Aveleira-Mata1, Álvaro Michelena2, Isaías García-Rodríguez1
1University of León, Department of Electric, Systems and Automatics Engineering, León, Spain.
Data in brief
|November 11, 2025
概括
一个新的数据集,CoAP_UAD,有助于检测针对物联网 (IoT) 网络中的受限制应用协议 (CoAP) 的攻击. 本资源促进了对保护资源受限设备免受协议级威胁的研究.
科学领域:
- 网络安全 网络安全
- 物联网 (IoT) 的物联网 (IoT) 的物联网.
- 网络协议 网络协议
背景情况:
- 像受限制应用程序协议 (CoAP) 这样的轻量级协议对于资源受限的物联网 (IoT) 设备至关重要.
- 然而,它们的设计和对UDP的依赖使CoAP网络面临独特的协议级攻击.
- 有效的入侵检测对于保持这些物联网部署的可靠性和安全性至关重要.
研究的目的:
- 引入CoAP_UAD,这是一个新的,公开可用的数据集,用于研究和对基于CoAP的物联网网络的入侵检测系统进行基准测试.
- 为评估对协议语义攻击的防御提供标准化资源,抽象移除特定设备的漏洞.
主要方法:
- 开发了一个现实的测试平台,模拟受约束的物联网设备和CoAP部署.
- 执行了各种以协议为导向的攻击,包括跨协议交互,消息操纵和拒绝服务 (块大小放大).
- 在路由器上捕获网络流量,标记每个/流,并以CSV格式出口数据以实现可重复性.
主要成果:
- 创建了CoAP_UAD,这是一个数据集,包含来自现实的物联网测试台的标记网络流量.
- 该数据集包括各种针对CoAP协议行为的攻击.
- 数据以CSV格式格式化,以便在入侵检测系统研究中更容易使用.
结论:
- CoAP_UAD为推进物联网网络安全研究提供了宝贵的资源.
- 该数据集可以开发和比较针对CoAP量身定制的入侵检测方法.
- 它支持创建更强大,更安全的受约束物联网环境.
关键词:
异常检测检测异常检测有限制的应用协议 (CoAP)网络攻击数据集侵入者检测系统 (IDS) 是指入侵者检测系统.物联网安全物联网安全物联网安全物联网流量分析物联网流量分析.协议级的攻击是协议级的攻击.更多相关视频
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