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基于动态聚类和路由优化 LEACH 协议的研究.

Tongtong Wang1, Xingye Qu1, Huiqing Cui1

  • 1College of Engineering, Yanbian University, Yanji 133002, China.

Sensors (Basel, Switzerland)
|January 10, 2026
PubMed
概括
此摘要是机器生成的。

这项研究通过增强集群头选择和数据传输来优化无线传感器网络 (WSN) 路由. 新协议延长了网络寿命,并提高了数据吞吐量,这对于能源有限的WSN至关重要.

关键词:
根据LEACH协议的规定.WSN WSN 在线新闻网集群领导人选举集群领导人的选举.多跳转传输的多跳转传输.路线优化路线优化

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科学领域:

  • 计算机科学 计算机科学
  • 电气工程 电气工程
  • 网络工程 网络工程

背景情况:

  • 无线传感器网络 (WSN) 由于在恶劣环境中不可替代的电池而面临着极大的能源限制.
  • 节点故障和数据丢失是由过度的能源消耗造成的,这使得能源效率成为一个关键的研究领域.
  • 像LEACH这样的现有协议在集群头的选择和数据传输方面存在局限性.

研究的目的:

  • 为无线传感器网络 (WSN) 提出一个优化的协议,解决能源效率和路由挑战.
  • 加强集群头 (CH) 选举和数据传输战略,超出LEACH协议.
  • 改进中大规模WSN的网络寿命和数据吞吐量.

主要方法:

  • 使用自组织地图 (SOM) 神经网络集群传感器节点.
  • 通过考虑剩余能量,距离基站的距离和邻居密度来优化集群头部选举.
  • 采用混合路由优化方法,将斐波那契序列和蜜蜂算法结合起来进行数据传输.

主要成果:

  • 与基准标准相比,拟议的协议显示出优越的性能.
  • 在节点死亡轮,网络寿命和数据吞吐量方面观察到显著的改进.
  • 在模拟的中大型WSN中,在各种基站位置验证了有效性.

结论:

  • 开发的协议为WSN中的路由优化提供了有价值的技术解决方案.
  • 该方法有效地解决了能源消耗问题,并延长了WSNs的运行寿命.
  • 这种优化的路由策略提高了整体网络性能和可靠性.