Deployment Cost Optimal for Composite Event Detection in Heterogeneous Wireless Sensor Networks

Xiaoqing Dong
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引用次数: 5

Abstract

Using as few sensor nodes as possible for detecting composite event effectively in large area is a difficult problem, because the composite event contains multiple atomic events which needs many different types of heterogeneous nodes for cooperative monitoring, and the coverage quality would be worse if there are not enough sensor nodes. Most of the traditional methods are focusing on atomic event detection which only needs one type of homogeneous node. Considering the temporal and spatial association, costs and sensing capability of different types of heterogeneous sensor nodes, in this paper, we propose a novel composite event coverage problem with the purpose of minimizing deployment costs subjecting to the constraint of achieving a certain coverage quality, and give a mathematical model for this optimal problem. Then, we propose an exact algorithm and a greedy strategy approximation algorithm to solve this optimization problem. The experimental results and analysis show the performance of the proposed algorithms.
异构无线传感器网络中复合事件检测的部署成本优化
利用尽可能少的传感器节点在大范围内有效检测复合事件是一个难题,因为复合事件包含多个原子事件,需要许多不同类型的异构节点进行协同监测,如果传感器节点数量不够,则覆盖质量会较差。传统的方法大多集中在原子事件检测上,只需要一种类型的同构节点。考虑到不同类型异构传感器节点的时空关联、成本和感知能力,在达到一定覆盖质量的约束下,以最小化部署成本为目标,提出了一种新的复合事件覆盖问题,并给出了该优化问题的数学模型。然后,我们提出了一种精确算法和一种贪婪策略逼近算法来解决这一优化问题。实验结果和分析表明了所提算法的有效性。
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