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Constrained node-weighted Steiner tree based algorithms for constructing a wireless sensor network to cover maximum weighted critical square grids

机译:基于约束节点加权Steiner树的算法,用于构建覆盖最大加权关键正方形网格的无线传感器网络

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摘要

Deploying minimum sensors to construct a wireless sensor network such that critical areas in a sensing field can be fully covered has received much attention recently. In previous studies, a sensing field is divided into square grids, and the sensors can be deployed only in the center of the grids. However, in reality, it is more practical to deploy sensors in any position in a sensing field. Moreover, the number of sensors may be limited due to a limited budget. This motivates us to study the problem of using limited sensors to construct a wireless sensor network such that the total weight of the covered critical square grids is maximized, termed the weighted-critical-square-grid coverage problem, where the critical grids are weighted by their importance. A reduction, which transforms our problem into a graph problem, termed the constrained node-weighted Steiner tree problem, is proposed and used to solve our problem. In addition, three heuristics, including the greedy algorithm (GA), the group-based algorithm (GBA), and the profit-based algorithm (PBA), are proposed for the constrained node-weighted Steiner tree problem. Simulation results show that the proposed reduction with the PBA provides better performance than the others. (C) 2015 Elsevier B.V. All rights reserved.
机译:部署最少的传感器以构建无线传感器网络,从而可以完全覆盖传感领域中的关键区域,最近受到了广泛关注。在以前的研究中,感应场被划分为正方形网格,并且传感器只能部署在网格的中心。但是,实际上,将传感器部署在感测区域中的任何位置更为实际。此外,由于有限的预算,传感器的数量可能受到限制。这促使我们研究使用有限的传感器来构建无线传感器网络的问题,以使覆盖的关键正方形网格的总重量最大化,这称为加权关键正方形网格覆盖问题,其中关键网格的权重为他们的重要性。提出将约简转化为图的问题,称为约束节点加权Steiner树问题,并将其用于解决我们的问题。此外,针对约束节点加权Steiner树问题,提出了三种启发式算法,包括贪婪算法(GA),基于组的算法(GBA)和基于利润的算法(PBA)。仿真结果表明,与PBA相比,使用PBA进行的还原具有更好的性能。 (C)2015 Elsevier B.V.保留所有权利。

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