在室内环境中使用物理层特性进行身份验证和授权的数据集.
Kazi Istiaque Ahmed1, Mohammad Tahir2,3, Sian Lun Lau4
1Department of Computing and Information Systems, Sunway University, Petaling Jaya, 47500 Selangor, Malaysia.
Data in brief
|July 18, 2024
概括
本研究引入了物联网 (IoT) 安全性的新数据集,重点是使用物理层数据的身份验证和授权 (AA). 该资源有助于开发用于物联网设备的机器学习安全解决方案.
科学领域:
- 网络安全 网络安全
- 计算机网络 计算机网络
- 机器学习 机器学习
背景情况:
- 物联网 (IoT) 的扩张需要强大的安全性,特别是身份验证和授权 (AA).
- 现有的安全解决方案往往缺乏全面的数据集来开发有效的基于机器学习的AA机制.
- 物理层特征为设备身份验证提供了独特的标识符.
研究的目的:
- 介绍一套新的数据集,以增强机器学习支持的身份验证和授权 (AA) 在物联网生态系统.
- 为解决物联网物理层安全研究的现实世界数据集的差距.
- 促进开发先进的安全解决方案,利用设备特定的物理属性.
主要方法:
- 在室内环境中使用Zigbee Zolertia Z1节点从现实场景中收集数据.
- 捕获的物理层参数包括接收信号强度指标 (RSSI),链路质量指标 (LQI),设备内部温度和电池水平.
- 结构化数据,为机器学习模型培训提供全面的基础.
主要成果:
- 为物联网设备创建了一个全新的,全面的物理层特征数据集.
- 数据集包括对区分和认证物联网设备至关重要的各种参数.
- 这些发现为物联网安全和机器学习领域的研究人员提供了宝贵的资源.
结论:
- 开发的数据集对于在物联网 (IoT) 中推进机器学习支持的身份验证和授权 (AA) 是必不可少的.
- 利用物理层特征为安全可靠的物联网设备识别提供了一个有希望的途径.
- 这项研究有助于建立更具弹性和安全的物联网生态系统.
关键词:
验证身份验证 验证身份验证授权 授权 授权物联网. 物联网. 物联网. 物联网.在LQI中,LQI是LQI.机器学习是机器学习.物理层是一种物理层.这就是RSSI.安全的安全的安全的安全的安全.更多相关视频
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