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Delay constrained relay node placement in two-tiered wireless sensor networks: A set-covering-based algorithm

机译:两层无线传感器网络中的延迟受限中继节点放置:基于集合覆盖的算法

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摘要

As Wireless Sensor Networks (WSNs) are widely used in time-critical applications, e.g., factory automation and smart grid, the importance of Delay Constrained Relay Node Placement (DCRNP) problem is becoming increasingly noticeable. Considering the benefits in terms of energy efficiency and scalability brought by the two tiered topology, this paper studies the DCRNP problem in two-tiered WSNs. To address the NP-hardness, a Two-phase Set-Covering-based Algorithm (TSCA) is proposed to approximately solve this problem. To be specific, in the first phase, a Connectivity-aware Covering Algorithm (CCA) places Relay Nodes (RNs) to fully cover distributed sensor nodes with respect to delay constraints, and meanwhile CCA tries to reduce the number of connected components in the topology constructed in this phase so as to save the RNs deployed to build network connectivity. In the second phase, the network connectivity is built in obedience to delay constraints by a Set-Covering-based Algorithm (SCA) through an iterative manner, which formulates the deployment of RNs at each iteration as the set covering problem and solves this problem using a classic set covering algorithm. In addition, the elaborated analysis of time complexity and approximation ratio of the proposed algorithms is given out. Finally, extensive simulations demonstrate that TSCA can significantly save deployed RNs in comparison to existing algorithms.
机译:随着无线传感器网络(WSN)广泛用于对时间要求严格的应用(例如工厂自动化和智能电网)中,延迟约束中继节点放置(DCRNP)问题的重要性变得越来越明显。考虑到两层拓扑在能源效率和可伸缩性方面的优势,本文研究了两层WSN中的DCRNP问题。为了解决NP难点,提出了一种基于两阶段集覆盖的算法(TSCA)来近似解决该问题。具体而言,在第一阶段,连接感知覆盖算法(CCA)放置中继节点(RN)以完全覆盖延迟约束方面的分布式传感器节点,同时CCA尝试减少拓扑中连接的组件数量在此阶段进行构建,以节省部署用于建立网络连接的RN。在第二阶段,网络连接是通过迭代的方式通过基于集覆盖的算法(SCA)遵循延迟约束来构建的,该算法将每次迭代中的RN部署公式化为集覆盖问题,并使用以下方法解决此问题:经典的布景覆盖算法。另外,给出了算法的时间复杂度和逼近率的详细分析。最后,广泛的仿真表明,与现有算法相比,TSCA可以大大节省已部署的RN。

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  • 作者单位

    Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Sehnyang Inst Automat, Key Lab Networked Control Syst, Shenyang 110016, Liaoning, Peoples R China|Univ Chinese Acad Sci, Beijing 100049, Peoples R China;

    Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Sehnyang Inst Automat, Key Lab Networked Control Syst, Shenyang 110016, Liaoning, Peoples R China;

    Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Shenyang Inst Automat, State Key Lab Robot, Shenyang 110016, Liaoning, Peoples R China|Chinese Acad Sci, Sehnyang Inst Automat, Key Lab Networked Control Syst, Shenyang 110016, Liaoning, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Wireless Sensor Networks; Set cover; Delay; Relay node placement; Approximation algorithm;

    机译:无线传感器网络;设置覆盖范围;延迟;中继节点放置;近似算法;

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