埃莫-佩加西斯:一种双相机器学习协议,用于优化WSN中的能量延迟
1Institute of Applied Computer Science, Lodz University of Technology, ul. Stefanowskiego 18, 90-537 Lodz, Poland.
Sensors (Basel, Switzerland)
|January 28, 2026
概括
增强多目标PEGASIS (EMO-PEGASIS) 通过使用机器学习来改进无线传感器网络,以提高能源效率和减少延迟. 该协议显著提高了网络的寿命和稳定性.
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) 在节能和数据传输延迟之间面临着关键的权衡.
- 像PEGASIS这样的现有协议提供了能源效率,但受到高延迟和负载分布不平衡的影响.
- 在传统的WSN协议中,低于最佳的集群形成限制了整体网络性能.
研究的目的:
- 为WSNs引入一个增强的多目标PEGASIS (EMO-PEGASIS) 协议.
- 解决现有协议在管理能源消耗和数据传输延迟方面的局限性.
- 利用机器学习优化WSN在能源,延迟和网络寿命方面的性能.
主要方法:
- 在协议设计和实施中采用了双相机器学习策略.
- 使用K-means集群来实现网络的强大空间分区.
- 适应性和智能路由使用K-最近邻居 (K-NN) 分类.
主要成果:
- 与PEGASIS相比,EMO-PEGASIS实现了平均能源消耗的45%降低.
- 端到端延迟减少了38%,网络寿命增加了67%.
- 该协议显示了增强的稳定性,有效的负载平衡,以及96.8%的数据包交付比率.
结论:
- 在EMO-PEGASIS协议有效地解决了多目标优化问题在WSNs.
- 整合机器学习技术显著提高了WSN的性能.
- 对于能源和延迟受限制的WSN环境,EMO-PEGASIS提供可靠的多目标优化.
关键词:
K-最近的邻居 (K-NN)K-意味着K的意思是K.佩加西斯 (PEGASIS) 是一个传奇.能源效率是指能效的能源效率.机器学习是机器学习.多目标优化多目标优化延迟传输延迟传输时间无线传感器网络 (WSN) 是指无线传感器网络.更多相关视频
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