基于无线传感器网络的垃圾填埋场危险气源定位与威胁估计

S. Mitra, S. Duttagupta, K. Tuckley, S. Ekram
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引用次数: 11

摘要

地下填埋源释放的有害气体引起爆炸和人类肺部疾病。本研究的重点是基于无线自组织多传感器网络的地下气源定位和威胁估计。可以合理地认为,气源在较大的室内环境中散发出甲烷(CH4)和挥发性有机化合物(VOC)。进行了模拟地下气体扩散过程的实验。实验还确定了CH4的传播常数。首先,利用最大似然(ML)方法估计目标区域内最可能的气源位置。它使用由多个传感器节点在大范围内不同预定点感知的气体浓度读数。然后,使用明智地选择具有有限移动性的传感器节点子集对初始定位信念进行细化。仿真结果表明,该算法在减少硬件消耗、减少能量消耗的情况下具有较高的估计精度。最后,我们提出了一种有助于估计垃圾填埋场源所具有的爆炸威胁的分析方法。由于VOC暴露对人体健康有严重的不良影响,本文也提出了一种VOC浓度测量方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Wireless sensor network based localization and threat estimation of hazardous landfill gas source
Hazardous gases released from subsurface landfill source causes explosion and pulmonary ailments in human beings. This work focuses on wireless ad-hoc multisensor network based localization and threat estimation of such a buried gas source. It is reasonably considered that the gas source effuses methane (CH4) and volatile organic compounds (VOC) over a large indoor environment. Experiments are performed to emulate the subsurface gas diffusion process. The propagation constant of CH4 is also determined experimentally. First, the maximum likelihood (ML) method is used to estimate the most probable gas source location within a target area. It uses gas concentration readings sensed by the multisensor nodes at different predetermined points over the large area. The initial localization belief is next refined using a judiciously chosen subset of sensor nodes with limited mobility. Simulation results indicate that the proposed source localization algorithm offers higher estimation accuracy with reduced hardware using lesser energy resources. Finally, we propose an analysis that helps to estimate the explosion-threat possessed by the landfill source. Since VOC exposure has severe ill effects on human health, a VOC concentration measurement scheme is also proposed here.
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