进化算法在无线传感器网络最大寿命覆盖问题中的应用

A. Tretyakova, F. Seredyński
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引用次数: 13

摘要

本文分析了最近提出的三种算法,它们不仅在求解无线传感器网络(WSN)中最大寿命覆盖问题的方法上有所不同,而且对问题的表述也有所不同。为了对算法进行比较:(1)适应与传感器网络真实特征相对应的常见假设;(2)利用专用的传感器网络模拟器对算法进行研究。本文给出了一项实验研究的结果,并说明了不同算法参数和WSN参数对WSN寿命的影响。根据实验结果,得出了算法假设的有效性、解的质量和可能的改进的结论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application of Evolutionary Algorithms to Maximum Lifetime Coverage Problem in Wireless Sensor Networks
The paper analyzes three recently proposed algorithms, which differ not only in the method of finding solution to the Maximum Lifetime Coverage problem in Wireless Sensor Networks (WSN), but also approaches to a statement of the problem. In order to compare algorithms: (1) they were adapted to the common assumptions that correspond to real characteristics of sensor networks and (2) special sensor network simulator was used to study the algorithms. The paper presents the results of an experimental study and shows how the lifetime of WSN depends on a different set of algorithms parameters and WSNs parameters. Based on the results of the experiments, conclusions about the validity of the assumptions of algorithms, quality of solutions and possible improvements are drawn.
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