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Efficient scalable sensor node placement algorithm for fixed target coverage applications of wireless sensor networks

机译:用于无线传感器网络的固定目标覆盖应用的高效可扩展传感器节点放置算法

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摘要

Large applications of sensor networks, such as environmental risk monitoring, require the deployment of hundreds or even thousands of nodes. This study proposes and implements a novel stochastic physics-based optimisation algorithm that is both efficient (guarantees full target coverage with a reduced number of sensors) and scalable (meaning that it can be executed for very large-scale problems in a reasonable computation time). The algorithm employs `virtual sensors' which move, merge, recombine, and `explode' during the course of the algorithm, where the process of merging and recombining virtual sensors reduces the number of actual sensors while maintaining full coverage. The parameters which control sensor merging and explosion are varied during the algorithm to perform the same function as an annealing schedule in simulated annealing. Simulation results illustrate the rapidity and the effectiveness of the proposed method.
机译:传感器网络的大型应用(例如环境风险监控)需要部署数百甚至数千个节点。这项研究提出并实现了一种新颖的基于随机物理学的优化算法,该算法既高效(保证完整的目标覆盖范围,减少了传感器数量),又具有可扩展性(意味着可以在合理的计算时间内针对非常大的问题执行该算法) 。该算法采用了“虚拟传感器”,它们在算法过程中会进行移动,合并,重组和“爆炸”,其中合并和重组虚拟传感器的过程会减少实际传感器的数量,同时保持完整的覆盖范围。在算法期间,控制传感器合并和爆炸的参数会发生变化,以执行与模拟退火中的退火计划相同的功能。仿真结果表明了该方法的快速性和有效性。

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