将TD-GC-MS与国内研制的道路交通空气监测电子鼻相结合

M. Moufid, C. Tiebe, N. El Bari, M. Bartholmai, B. Bouchikhi
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引用次数: 1

摘要

在这项工作中,我们展示了基于六个半导体气体传感器阵列的电子鼻系统在梅克内斯市(摩洛哥)市中心一条交通道路上进行一天室外空气质量监测的能力。传感器阵列的响应在调查当天的晚上达到最大值,这可能是由于车辆交通繁忙或/和人类习惯导致污染物浓度升高。主成分分析和判别函数分析的数据集处理表明,在一天中不同时间收集的样本之间具有良好的区分性。此外,使用支持向量机,分类成功率达到97.5%。采用热解吸-气相色谱-质谱(TD-GC-MS)技术对所开发的电子鼻系统进行了验证,确定了分析空气样品的成分。电子鼻系统的鉴别结果与TD-GC-MS结果吻合较好。本研究证明了TD-GC-MS和电子鼻的有效性,在区分不同时间采集的室外空气样本方面具有很高的准确性。这证明了电子鼻作为一种快速、易于使用和廉价的环境监测系统的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Combining of TD-GC-MS and home developed electronic nose for road traffic air monitoring
In this work, we demonstrate the ability of an electronic nose system based on an array of six-semiconductor gas sensors for outdoor air quality monitoring over a day at a traffic road in downtown of Meknes city (Morocco). The response of the sensor array reaches its maximum in the evening of the investigated day which may due to high vehicular traffic or/and human habits resulting in elevated concentrations of pollutants. Dataset treatment by Principal Component Analysis and Discriminant Function Analysis shows a good discrimination between samples collected at different times of the day. Moreover, Support Vector Machines were used and reached a classification success rate of 97.5 %. Thermal Desorption-Gas Chromatography-Mass Spectrometry (TD-GC-MS) technique was used to validate the developed e-nose system by identifying the composition of the analyzed air samples. The discrimination obtained by e-nose system was in good agreement with the TD-GC-MS results. This study demonstrates the usefulness of TD-GC-MS and e-nose, providing high accuracy in discriminating outdoor air samples collected at different times. This demonstrates the potential of using the e-nose as a rapid, easy to use and inexpensive environmental monitoring system.
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