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首页> 外文期刊>International Journal of Distributed Sensor Networks >A PSO-Optimized Minimum Spanning Tree-Based Topology Control Scheme for Wireless Sensor Networks
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A PSO-Optimized Minimum Spanning Tree-Based Topology Control Scheme for Wireless Sensor Networks

机译:无线传感器网络的PSO优化的基于最小生成树的拓扑控制方案

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Wireless sensor networks (WSNs) are networks of autonomous nodes used for monitoring an environment. Topology control is one of the most fundamental problems in WSNs. To overcome high connectivity redundancy and low structure robustness in traditional methods, a PSO-optimized minimum spanning tree-based topology control scheme is proposed in this paper. In the proposed scheme, we transform the problem into a model of multicriteria degree constrained minimum spanning tree (mcd-MST) and design a nondominated discrete particle swarm optimization (NDPSO) to deal with this problem. To obtain a better approximation of true Pareto front, the multiobjective strategy with a fitness function based on niche and phenotype sharing function is applied in NDPSO. Furthermore, a topology control scheme based on NDPSO is proposed. Simulation results show that NDPSO can converge to the non-dominated front quite evenly, and the topology derived under the proposed topology control scheme has lower total power consumption, higher robust structure, and lower contention among nodes.
机译:无线传感器网络(WSN)是用于监视环境的自治节点的网络。拓扑控制是WSN中最基本的问题之一。为了克服传统方法中的高连接冗余性和低结构鲁棒性,本文提出了一种基于PSO优化的最小生成树拓扑控制方案。在提出的方案中,我们将问题转化为多准则度约束的最小生成树(mcd-MST)模型,并设计了一个非支配的离散粒子群优化(NDPSO)来解决该问题。为了更好地近似真实的帕累托锋,在NDPSO中采用了基于小生境和表型共享功能的具有适应度函数的多目标策略。此外,提出了一种基于NDPSO的拓扑控制方案。仿真结果表明,NDPSO可以相当均匀地收敛到非支配的前沿,并且在所提出的拓扑控制方案下派生的拓扑具有较低的总功耗,较高的鲁棒性和较低的节点间竞争性。

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