协同传感器网络中的成本-质量权衡

E. Bulut, Zijian Wang, B. Szymanski
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引用次数: 7

摘要

无线传感器网络由大量传感器节点组成,每个节点感知、计算并与其他节点通信,收集和处理有关环境的数据。这些网络正在成为网络的新范式之一,对工业、政府和军事应用产生重大影响。传感器网络试图从其部署的整个领域收集传感数据,处理这些数据以了解该领域正在发生的现象和活动,最后将结果传达给外部世界,使执行器能够执行必要的反应。然而,一个传感器节点只能在其有限的感知范围内感知事件,因此它只有关于其环境的局部信息。因此,为了提供整个领域的覆盖,传感器需要相互协作和共享它们的信息。这种共享增加了每个传感器对环境的了解,但也带来了额外的通信成本,增加了网络运行的复杂性。换句话说,合作和数据共享需要在网络中权衡成本和质量。在本文中,我们研究了两种不同的传感器网络应用:(i)基于传感覆盖冗余找到一个有效的睡眠时间表,(ii)调整交通灯周期以优化交通流。在这两种应用程序中,成本-质量的权衡都会出现。在本文中,我们研究了当合作水平提高时,网络功能增加的速度有多快,以及这种增加的功能在多大程度上被合作成本的提高所抵消。我们模拟了具有不同协作级别和不具有协作级别的两个应用程序,并演示了由于网络节点之间适当选择的协作级别而导致的整体系统质量的显著改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Cost-Quality Tradeoff in Cooperative Sensor Networking
Wireless sensor networks consist of a large number of sensor nodes, each of which senses, computes and communicates with other nodes to collect and process data about the environment. Those networks are emerging as one of the new paradigms in networking with great impact on industry, government and military applications. A sensor network attempts to collect sensing data from the entire domain of its deployment, to process this data to understand phenomena and activities going on in this domain, and finally to communicate the results to the outside world to enable actuators to execute the necessary reactions. However, a sensor node is only capable of sensing events within its limited sensing range, so it has only a localized information about its environment. Hence, to provide the coverage of the entire domain, sensors need to collaborate and share their information with each other. Such sharing increases the knowledge of each sensor about the environment, but it also brings extra communication cost and increases the network operation complexity. In other words, cooperation and data sharing invokes a cost-quality tradeoff in the network. In this paper, we study two different sensor network applications: (i) finding an efficient sleep schedule based on sensing coverage redundancy, and (ii) adjusting traffic light periods to optimize traffic flow. In both applications the cost-quality tradeoff arises. In the paper, we study how fast network functionality increases when the level of cooperation raises and how much this increased functionality is offset by the raising cooperation costs. We simulated both applications with different level of cooperation and without it and demonstrated significant improvements in the overall system quality resulting from the properly selected levels of cooperation between the network's nodes.
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