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Connected dominating set based topology control in wireless sensor networks.

机译:无线传感器网络中基于连接的支配集的拓扑控制。

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摘要

Wireless Sensor Networks (WSNs) are now widely used for monitoring and controlling of systems where human intervention is not desirable or possible. Connected Dominating Sets (CDSs) based topology control in WSNs is one kind of hierarchical method to ensure sufficient coverage while reducing redundant connections in a relatively crowded network. Moreover, Minimum-sized Connected Dominating Set (MCDS) has become a well-known approach for constructing a Virtual Backbone (VB) to alleviate the broadcasting storm for efficient routing in WSNs extensively. However, no work considers the load-balance factor of CDSs in WSNs. In this dissertation, we first propose a new concept --- the Load-Balanced CDS (LBCDS) and a new problem --- the Load-Balanced Allocate Dominatee (LBAD) problem. Consequently, we propose a two-phase method to solve LBCDS and LBAD one by one and a one-phase Genetic Algorithm (GA) to solve the problems simultaneously.;Secondly, since there is no performance ratio analysis in previously mentioned work, three problems are investigated and analyzed later. To be specific, the MinMax Degree Maximal Independent Set (MDMIS) problem, the Load-Balanced Virtual Backbone (LBVB) problem, and the MinMax Valid-Degree non Backbone node Allocation (MVBA) problem. Approximation algorithms and comprehensive theoretical analysis of the approximation factors are presented in the dissertation.;On the other hand, in the current related literature, networks are deterministic where two nodes are assumed either connected or disconnected. In most real applications, however, there are many intermittently connected wireless links called lossy links, which only provide probabilistic connectivity. For WSNs with lossy links, we propose a Stochastic Network Model (SNM). Under this model, we measure the quality of CDSs using CDS reliability. In this dissertation, we construct an MCDS while its reliability is above a preset application-specified threshold, called Reliable MCDS (RMCDS). We propose a novel Genetic Algorithm (GA) with immigrant schemes called RMCDS-GA to solve the RMCDS problem. Finally, we apply the constructed LBCDS to a practical application under the realistic SNM model, namely data aggregation. To be specific, a new problem, Load-Balanced Data Aggregation Tree (LBDAT), is introduced finally. Our simulation results show that the proposed algorithms outperform the existing state-of-the-art approaches significantly.;INDEX WORDS: Connected dominating set, Load balance, Energy efficient, Reliability, Topology control, Stochastic wireless sensor networks.
机译:无线传感器网络(WSN)现在广泛用于监视和控制不希望或不可能进行人工干预的系统。 WSN中基于连接控制集(CDS)的拓扑控制是一种分层方法,可确保足够的覆盖范围,同时减少相对拥挤的网络中的冗余连接。此外,最小尺寸的连接控制集(MCDS)已成为构建虚拟主干(VB)来减轻广播风暴以在WSN中进行有效路由的众所周知方法。但是,没有工作考虑无线传感器网络中CDS的负载平衡因子。本文首先提出了一个新概念-负载均衡CDS(LBCDS)和一个新问题--负载均衡分配支配者(LBAD)问题。因此,我们提出了一种两阶段的方法来分别解决LBCDS和LBAD,同时提出了一种一阶段的遗传算法(GA)来同时解决问题。其次,由于在前面提到的工作中没有进行性能比分析,因此存在三个问题稍后进行调查和分析。具体来说,是MinMax度最大独立集(MDMIS)问题,负载平衡虚拟主干(LBVB)问题和MinMax有效程度非主干节点分配(MVBA)问题。本文提出了一种近似算法,并对近似因子进行了全面的理论分析。另一方面,在现有的相关文献中,网络是确定性的,假设两个节点是连通的或不连通的。但是,在大多数实际应用中,有许多间断连接的无线链路(称为有损链路),它们仅提供概率连接。对于具有有损链路的WSN,我们提出了随机网络模型(SNM)。在此模型下,我们使用CDS可靠性来衡量CDS的质量。在本文中,我们构造了一个MCDS,其可靠性高于应用指定的预设阈值,称为可靠MCDS(RMCDS)。我们提出了一种具有移民计划的新颖遗传算法(GA),称为RMCDS-GA,以解决RMCDS问题。最后,我们将构建的LBCDS应用于实际SNM模型下的实际应用,即数据聚合。具体而言,最后引入了一个新问题,即负载平衡数据聚合树(LBDAT)。我们的仿真结果表明,所提出的算法明显优于现有的现有方法。索引词:连通支配集,负载平衡,节能,可靠性,拓扑控制,随机无线传感器网络。

著录项

  • 作者

    He, Jing (Selena).;

  • 作者单位

    Georgia State University.;

  • 授予单位 Georgia State University.;
  • 学科 Information Science.;Artificial Intelligence.;Computer Science.
  • 学位 Ph.D.
  • 年度 2012
  • 页码 169 p.
  • 总页数 169
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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