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Distributed Loads
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SDN-IoT:基于SDN的物联网高效集群方案,使用改进的Sailfish优化算法.
Ramin Mohammadi1, Sedat Akleylek2,3,4, Ali Ghaffari5,6
1Ondokuz Mayis University, Department of Computational Sciences, Samsun, Türkiye.
PeerJ. Computer science
|August 7, 2023
概括
本研究介绍了使用软件定义网络 (SDN) 和改进的Sailfish优化 (ISFO) 算法对物联网 (IoT) 的高效集群方法,显著降低物联网网络的能源消耗.
科学领域:
- 计算机科学 计算机科学
- 网络化 网络化 网络化
- 人工智能的人工智能
背景情况:
- 物联网 (IoT) 在数据传输方面面临挑战,原因是资源限制和数十亿设备的异质性.
- 基于集群的数据传输和软件定义网络 (SDN) 为物联网的可扩展性,网络寿命和灵活性提供了潜在的解决方案.
研究的目的:
- 为物联网网络提出一个高效的,基于SDN的集群方案.
- 通过使用优化算法来提高物联网设备数据传输可靠性和能源效率.
主要方法:
- 开发了一个基于SDN的集群方案,集成了改进的帆船鱼优化 (ISFO) 算法.
- 在SDN控制器上实现ISFO模型,以管理物联网设备的集群头 (CH) 节点.
- 通过对150个和300个物联网节点进行模拟来评估性能.
主要成果:
- 与LEACH和LEACH-E相比,ISFO模型显示了显著的能源消耗减少.
- 对于150个节点,节能约为21.42% (与LEACH相比) 和17.28% (与LEACH-E相比).
- 对于300个节点,节能达到大约37.84% (与LEACH相比) 和27.23% (与LEACH-E相比).
结论:
- 拟议的基于SDN的ISFO集群计划有效地提高了物联网网络的能源效率.
- 这种方法为管理异质物联网设备及其数据传输提供了可扩展和强大的解决方案.
- 与现有的协议相比,ISFO算法为物联网集群提供了优越的优化方法.


