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相关概念视频

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Bacterial Signaling

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Bacterial signaling can occur within bacteria (intracellular) or between bacteria (intercellular). At times, a group of bacteria behaves like a community. To achieve this, they engage in quorum sensing, the perception of higher cell density that causes changes in gene expression. Quorum sensing involves both extracellular and intracellular signaling. The signaling cascade starts with a molecule called an autoinducer (AI). Individual bacteria produce AIs that move out of the bacterial cell...
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Updated: May 27, 2025

Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
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基于ZigBee免疫路由修复算法的可充电农业无线传感器网络的研究.

Ruipeng Tang1, Yinhe Wu2, Jun Tan3

  • 1Faculty of Engineering, University of Malaya, 50603, Kuala Lumpur, Malaysia. 22057874@siswa.um.edu.my.

Scientific reports
|February 17, 2025
PubMed
概括

该ZIRRA算法通过使用免疫系统方法修复异常节点来增强农业无线传感器网络. 这导致能耗降低,数据传输延迟降低,节点存活时间延长,从而提高网络稳定性.

关键词:
农业环境监测 农业环境监测免疫系统的免疫系统.工业 工业 工业 工业 工业 工业修复算法的修复算法路由能量损失 路由能量损失传感器 传感器 传感器无线传感器网络无线传感器网络创新和基础设施建设

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科学领域:

  • 农业技术 农业技术
  • 无线传感器网络 无线传感器网络
  • 网络可靠性 网络可靠性

背景情况:

  • 无线传感器网络 (WSN) 对于农业环境监测至关重要,但由于电源不稳定影响节点可靠性,它们面临着挑战.
  • 环境因素可能导致户外WSN中的节点异常,影响监控准确性和数据传输.
  • 现有的供电方法和维修算法在长期农业监测中难以确保一致的性能.

研究的目的:

  • 为可充电农业WSN提出ZigBee免疫路由修复算法 (ZIRRA),以解决节点异常.
  • 提高农业WSN的网络稳定性,能源效率和数据传输可靠性.
  • 提高路由路径的优化能力,延长网络节点的运行寿命.

主要方法:

  • 开发了ZIRRA算法,模拟免疫系统的识别,处理,克隆和存储模块,用于异常节点修复.
  • 在学习模块中实现了改进的克隆跟踪算法,增强克隆和突变机制,以实现最佳节点修复.
  • 整合了适应性能源管理战略,以优先考虑关键数据传输和管理能源波动.

主要成果:

  • 与LFRA,AR-TORA和ICCO算法相比,ZIRRA表现出显著的优势,平均路由能耗降低了35.33%-58.37%.
  • 数据传输延迟减少了16.28%36.74%,平均节点存活时间延长了25.08%33.55%.
  • 在1000-2000个节点的网络中,最大通信时间增加了44.49%,网络吞吐量增加了13.03%.

结论:

  • 齐拉算法有效地提高了农业WSN的能源效率,传输可靠性和网络稳定性.
  • 与传统方法相比,灵感来自免疫系统的方法在识别和修复异常节点方面提供了更高的效率和准确性.
  • 齐拉的自适应式能源管理和优化的维修机制确保在具有挑战性的环境中提供强大的性能和延长网络寿命.