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Selective Detection of Target Volatile Organic Compounds in Contaminated Humid Air Using a Sensor Array with Principal Component Analysis

机译:使用主成分分析的传感器阵列选择性检测受污染的潮湿空气中的目标挥发性有机化合物

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摘要

We investigated selective detection of the target volatile organic compounds (VOCs) nonanal, n-decane, and acetoin for lung cancer-related VOCs, and acetone and methyl i-butyl ketone for diabetes-related VOCs, in humid air with simulated VOC contamination (total concentration: 300 μg/m3). We used six “grain boundary-response type” sensors, including four commercially available sensors (TGS 2600, 2610, 2610, and 2620) and two Pt, Pd, and Au-loaded SnO2 sensors (Pt, Pd, Au/SnO2), and two “bulk-response type” sensors, including Zr-doped CeO2 (CeZr10), i.e., eight sensors in total. We then analyzed their sensor signals using principal component analysis (PCA). Although the six “grain boundary-response type” sensors were found to be insufficient for selective detection of the target gases in humid air, the addition of two “bulk-response type” sensors improved the selectivity, even with simulated VOC contamination. To further improve the discrimination, we selected appropriate sensors from the eight sensors based on the PCA results. The selectivity to each target gas was maintained and was not affected by contamination.
机译:我们研究了在潮湿空气中模拟挥发性有机化合物的污染情况下,选择性检测目标化合物中的挥发性有机化合物(VOC)的壬醛,正癸烷和乙酰丙酮,用于肺癌相关的挥发性有机化合物,以及丙酮和甲基异丁酮用于糖尿病相关的挥发性有机化合物(总浓度:300μg/ m 3 )。我们使用了六个“晶粒边界响应型”传感器,包括四个商用传感器(TGS 2600、2610、2610和2620)和两个Pt,Pd和Au负载的SnO2传感器(Pt,Pd,Au / SnO2),两个“批量响应型”传感器,包括掺Zr的CeO2(CeZr10),即总共八个传感器。然后,我们使用主成分分析(PCA)分析了它们的传感器信号。尽管发现六个“颗粒边界响应型”传感器不足以选择性地检测潮湿空气中的目标气体,但添加两个“整体响应型”传感器甚至在模拟VOC污染的情况下仍提高了选择性。为了进一步改善区分度,我们根据PCA结果从八个传感器中选择了合适的传感器。保持了对每种目标气体的选择性,并且不受污染的影响。

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