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A Multi-Objective Metaheuristics Study on Solving Constrained Relay Node Deployment Problem in WSNS

机译:解决WSNS中受限中继节点部署问题的多目标元启发式研究

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This paper studies how to deploy relay nodes into traditional wireless sensor networks with constraint aiming to simultaneously optimize two important factors; average energy consumption and average network reliability. We consider tackling this multi-objective (MO) optimization problem with three metaheuristics, which employ greatly different evolutional strategies, and aim at an in-depth analysis of different performances of these metaheuristics to our problem. For this purpose, a statistical procedure is employed to analyse the results for confidence, in consideration of two MO quality metrics; hypervolume and coverage of two sets. After comprehensive analysis of the results, it is concluded that NSGA-II provides the best performance.
机译:本文研究了如何将中继节点部署到传统的无线传感器网络中,以同时优化两个重要因素为约束。平均能耗和平均网络可靠性。我们考虑用三种元启发法解决这个多目标优化问题,这三种元启发法采用了截然不同的进化策略,旨在深入分析这些元启发法对我们问题的不同性能。为此,考虑到两个MO质量指标,采用统计程序对结果进行置信度分析。超容量和覆盖率两组。对结果进行综合分析后,得出的结论是NSGA-II提供了最佳性能。

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