针对无线特设网络中黑洞和虫洞攻击的创新跨层防御机制
1Department of Software and Systems Engineering, School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India. s.jagadeesan@vit.ac.in.
Scientific reports
|April 27, 2025
概括
本研究引入了使用增强支持矢量机 (E-SVM) 的跨层框架,用于对抗无线临时网络中的虫洞和黑洞攻击,显著提高检测准确度和性能.
科学领域:
- 计算机科学 计算机科学
- 网络安全 网络安全
- 无线通信无线通信
背景情况:
- 无线临时网络缺乏基础设施,因此它们容易受到虫洞和黑洞等攻击.
- 现有的安全方法的准确性低,结构偏差和处理速度慢.
研究的目的:
- 提出一个新的跨层框架,以提高无线特设网络的安全性.
- 通过整合跨网络层的信息,有效地减轻虫洞和黑洞攻击.
主要方法:
- 一种跨层方法,整合物理层,MAC层和网络层.
- 使用在NS3软件中实现的增强支持向量机 (E-SVM) 算法.
- 利用物理层的通道干扰数据,MAC层的带宽和传输数据以及网络层的处理过程.
主要成果:
- 在各种指标上,E-SVM在传统的SVM技术上表现优越.
- 实现了12.5%的下降率,98.459%的能源消耗率和89.2879%的包裹交付率.
- 在不同的网络大小中表现优于现有的方法,表明可扩展性.
结论:
- 拟议的跨层框架有效地减轻了虫洞和黑洞攻击.
- E-SVM 提供了一种强大而高效的解决方案,用于保护无线特设网络.
- 跨层信息的整合提高了网络的整体安全性和性能.
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