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Energy efficient coverage control in wireless sensor networks based on multi-objective genetic algorithm

机译:基于多目标遗传算法的无线传感器网络节能覆盖控制

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摘要

Due to the constrained energy and computational resources available to sensor nodes, the number of nodes deployed to cover the whole monitored area completely is often higher than if a deterministic procedure were used. Activating only the necessary number of sensor nodes at any particular moment is an efficient way to save the overall energy of the system. A novel coverage control scheme based on multi-objective genetic algorithm is proposed in this paper. The minimum number of sensors is selected in a densely deployed environment while preserving full coverage. As opposed to the binary detection sensor model in the previous work, a more precise detection model is applied in combination with the coverage control scheme. Simulation results show that our algorithm can achieve balanced performance on different types of detection sensor models while maintaining high coverage rate. With the same number of deployed sensors, our scheme compares favorably with the existing schemes.
机译:由于传感器节点可用的能源和计算资源有限,因此部署为完全覆盖整个监视区域的节点数通常比使用确定性过程时要高。在任何特定时刻仅激活必要数量的传感器节点是节省系统总能量的有效方法。提出了一种基于多目标遗传算法的覆盖控制方案。在密集部署的环境中选择最少数量的传感器,同时保留完整的覆盖范围。与先前工作中的二进制检测传感器模型相反,结合覆盖控制方案应用了更精确的检测模型。仿真结果表明,我们的算法可以在保持高覆盖率的同时,在不同类型的检测传感器模型上达到平衡的性能。在部署相同数量的传感器的情况下,我们的方案与现有方案相比具有优势。

著录项

  • 来源
    《Computers & mathematics with applications》 |2009年第12期|1756-1766|共11页
  • 作者单位

    School of Information Science and Engineering, Northeastern University, Shenyang, 110004, China;

    School of Information Science and Engineering, Northeastern University, Shenyang, 110004, China;

    School of Information Science and Engineering, Northeastern University, Shenyang, 110004, China Computing Center, Northeastern University, Shenyang, 110004, China;

    School of Information Science and Engineering, Northeastern University, Shenyang, 110004, China School of Software, Northeastern University, Shenyang, 110004, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    coverage control; energy; multi-objective genetic algorithm; wireless sensor network;

    机译:覆盖控制;能源;多目标遗传算法;无线传感器网络;

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