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在物联网-WSN中连接攻击通过基于前向和后向消除的循环分析来检测
1Networking and Communications, SRM Institute of Science and Technology, Kattankulathur, Tamilnadu, India.
PeerJ. Computer science
|July 10, 2024
概括
本研究介绍了一种循环分析方法 (CAM),用于检测物联网-无线传感器网络 (IoT-WSN) 中的新型CONNECT攻击. 在识别恶意节点方面,CAM可达到约99%的准确性,提高网络安全性和效率.
科学领域:
- 计算机科学 计算机科学
- 网络安全 网络安全
- 网络安全 网络安全
背景情况:
- 物联网-无线传感器网络 (IoT-WSN) 对许多应用程序至关重要,但易受复杂的攻击.
- CONNECT攻击是一种新型威胁,它破坏了IoT-WSN中的数据包传输,节点连接和CPU性能.
- 现有的安全措施很难有效地检测和防止这种有针对性的攻击.
研究的目的:
- 引入和评估基于循环分析方法 (CAM) 的新型入侵检测算法,用于检测物联网-WSN中的CONNECT攻击.
- 通过减轻CONNECT攻击的影响,提高物联网-WSN的效率和可靠性.
- 识别恶意路径和节点,同时通过多个无循环路线确保无数据传输.
主要方法:
- 开发了一种循环分析方法 (CAM),包括前选择和后退消除技术.
- 分析路由信息和网络行为,以识别恶意路径和节点.
- 模拟了使用Matlab软件进行性能评估的拟议CAM算法.
主要成果:
- 该CAM算法在检测恶意节点方面表现出卓越的准确性,达到大约99%的攻击检测准确性.
- 在识别和缓解 CONNECT 攻击方面表现优于传统算法.
- 基于恶意节点检测准确性,连接性,数据包丢失和网络流量来评估性能.
结论:
- 拟议的CAM算法在检测物联网-WSN中的CONNECT攻击方面非常有效,准确度非常高.
- 通过识别和中和威胁,CAM显著提高了网络安全和运营效率.
- 该方法为保护WSN免受新型和破坏性攻击提供了强大的解决方案.
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