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Surface acoustic wave sensor array system for trace organic vapor detection using pattern recognition analysis

机译:用于痕量有机蒸汽检测的表面声波传感器阵列系统使用模式识别分析

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A sensor system using surface acoustic wave (SAW) vapor sensors has been fabricated and tested against hazardous organic vapors, simulants of these vapors, and potential background vapors. The vapor tests included two- and three-component mixtures, and covered a wide relative humidity range. The sensor system was compared of four SAW devices coated with different sorbent materials with different vapor selectivities. Preconcentrators were included to improve sensitivity. The vapor experiments were organized into a large data set analyzed using pattern recognition techniques. Pattern recognition algorithms were developed to identify two different classes of hazards. The algorithms were verified against a second data set not included in the training. Excellent sensitivity was achieved by the sensor coatings, and the pattern recognition analysis, and was also examined by the preconcentrators. The system can detect hazardous vapors of interest in the ppb range even in varying relative humidity and in the presence of background vapors. The system does not false alarm to a variety of other vapors including gasoline, jet fuel, diesel fuel and cigarette smoke.
机译:使用表面声波(SAW)蒸气传感器的传感器系统已经制造和测试了危险的有机蒸气,这些蒸气的模拟器和潜在的背景蒸气。蒸汽测试包括两组和三分组分混合物,并覆盖宽的相对湿度范围。将传感器系统与具有不同蒸汽选择性的不同吸附剂材料的四个锯器件进行比较。包括预浓缩器以提高灵敏度。将蒸汽实验组织成使用模式识别技术分析的大数据集。开发了模式识别算法以确定两种不同类别的危险。算法被验证,用于验证不包括在训练中的第二数据集。传感器涂层和图案识别分析实现了优异的敏感性,并通过预浓缩器检查。即使在不同的相对湿度和背景蒸汽存在下,系统也可以检测PPB范围内的危险蒸气。该系统对各种其他蒸汽没有误报,包括汽油,喷射燃料,柴油燃料和香烟烟雾。

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