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A Novel Distributed Framework for Optimizing Query Routing Trees in Wireless Sensor Networks via Optimal Operator Placement

机译:通过优化操作员位置优化无线传感器网络中查询路由树的新型分布式框架

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摘要

In this paper, we focus the attention on the operator placement problem in Wireless Sensor Networks (WSN). This problem is very relevant for in-network query processing over WSN, where query routing trees are decomposed into three sub-components that must be processed at query time, namely operator tree, operator placement assignment scheme and routing scheme. In particular, the operator placement assignment defines on which node of the network each (query) operator will be hosted and executed. Hence, operator placement plays a key role in the context of query optimization issues in WSN research. In line with this main motivation, in this paper we present an optimal distributed algorithm to adapt the placement of a single operator in high communication cost networks, such as a wireless sensor network. Our parameter-free algorithm finds the optimal node to host the operator with minimum communication cost overhead. Three techniques, proposed here, make this feature possible: (1) identifying the special, and most frequent case, where no flooding is needed, otherwise (2) limitation of the neighborhood to be flooded and (3) variable speed flooding and eves-dropping. When no flooding is needed the communication cost overhead for adapting the operator placement is negligible. In addition, our algorithm does not require any extra communication cost while the query is executed. In our experiments we show that for the rest of cases our algorithm saves 30%–85% of the energy compared to previously proposed techniques. To our knowledge this is the first optimal and distributed algorithm to solve the 1-median (Fermat node) problem. A comprehensive experimental evaluation and the proposal of two solutions that are capable of dealing with adaptive properties of the operator placement problem, which is an innovative perspective of research in this scientific field, represent two further contributions of our research.
机译:在本文中,我们将注意力集中在无线传感器网络(WSN)中的操作员放置问题上。此问题与WSN上的网络内查询处理非常相关,在该网络中,查询路由树被分解为必须在查询时处理的三个子组件,即运营商树,运营商布局分配方案和路由方案。特别是,操作员位置分配定义了每个(查询)操作员将在网络的哪个节点上托管和执行。因此,在WSN研究中,操作员位置在查询优化问题中起着关键作用。根据这一主要动机,本文提出了一种优化的分布式算法,以适应单个运营商在高通信成本网络(如无线传感器网络)中的位置。我们的无参数算法找到了以最小的通信成本开销承载运营商的最佳节点。这里提出的三种技术使此功能成为可能:(1)识别不需要洪水的特殊且最常见的情况,否则(2)限制要被洪水淹没的社区,以及(3)变速洪水和前夕-下降。当不需要泛洪时,用于调整操作员位置的通信成本开销可以忽略不计。另外,我们的算法在执行查询时不需要任何额外的通信成本。在我们的实验中,我们表明,在其他情况下,与先前提出的技术相比,我们的算法可节省30%至85%的能量。据我们所知,这是解决1中值(Fermat节点)问题的第一个最佳分布式算法。全面的实验评估和能够解决操作员放置问题的自适应特性的两个解决方案的建议,是该科学领域研究的创新观点,代表了我们研究的两个进一步贡献。

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