混合智能驱动的安全集群与信任优化的路由,用于下一代MANET通信.
T Anuprathibha1, R Maheswari2, A Suresh Babu3
1Rajalakshmi Institute of Technology, Chennai, India. anuprathiba16@gmail.com.
Scientific reports
|March 11, 2026
概括
本研究介绍了一种混合智能驱动的安全集群和信任优化路由 (HISCTR) 框架,用于移动特设网络 (MANET). 通过智能集群和基于信任的路由,HISCTR提高了安全性,能源效率和网络寿命.
科学领域:
- 计算机科学 计算机科学
- 网络安全 网络安全
- 人工智能的人工智能
背景情况:
- 移动特设网络 (MANET) 面临着安全,节能通信的挑战,原因是动态拓和入侵.
- 现有的解决方案难以在资源有限的MANET中平衡安全性,能源效率和可靠性.
研究的目的:
- 为MANETs提出一个混合智能驱动的安全聚类和信任优化路由 (HISCTR) 框架.
- 提高MANET的安全性,能源效率和网络寿命.
主要方法:
- 实现了地理适应性忠诚度集群 (GAFC) 以实现稳定的集群.
- 使用Addax优化算法 (AOA) 进行能量平衡的集群头选择.
- 采用模糊信任向量计算 (FTVC) 和半路逃生优化 (HEO) 进行可靠的路由.
- 集成的变压器和CNN模型用于基于混合深度学习的入侵检测.
主要成果:
- 实现了0.8mJ的平均功耗.
- 达到了0.92 Mbps的吞吐量.
- 证明了 5300 轮的网络寿命,效率为 99.5%.
- 在数据包交付比率和整体效率方面展示了卓越的性能.
结论:
- 该HISCTR框架提供了一个强大的和可扩展的解决方案,用于MANET的安全和节能通信.
- 混合智能集成有效地解决了MANET的安全性和性能挑战.
- 拟议的模型显著提高了网络寿命和可靠性.
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