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Response and Discrimination Performance of Arrays of Organothiol-Capped Au Nanoparticle Chemiresistive Vapor Sensors

机译:有机硫醇封端的金纳米粒子化学气相传感器阵列的响应和鉴别性能。

摘要

The response and discrimination performance of an array that consisted of 20 different organothiol-capped Au nanoparticle chemiresistive vapor sensors was evaluated during exposure to 13 different organic vapors. The passivating organothiol ligand library consisted of collections of straight-chain alkanethiols, branched alkanethiols, and aromatic thiols. A fourth collection of sensors was formed from composites of 2-phenylethanethiol-capped Au nanoparticles and nonpolymeric aromatic materials that were coembedded in a sensor film. The organic vapors consisted of six hydrocarbons (n-hexane, n-heptane, n-octane, isooctane, cyclohexane, and toluene), three polar aprotic vapors (chloroform, tetrahydrofuran, and ethyl acetate), and four alcohols (methanol, ethanol, isopropanol, and 1-butanol). Trends in the resistance response of the sensors were consistent with expected trends in sorption due to the properties of the test vapor and the molecular structure of the passivating ligands in the sensor films. Classification algorithms including principal components analysis and Fisher’s linear discriminant were used to evaluate the discrimination performance of an array of such sensors. Each collection of sensors produced accurate classification of most vapors, with misclassification occurring primarily for vapors that had mutually similar polarity. The classification performance for an array that contained all of the sensor collections produced nearly perfect discrimination for all vapors studied. The dependence of the array size (i.e., the number of sensors) and the array chemical diversity on the discrimination performance indicated that, for an array of 20 sensors, an array size of 13 sensors or more produced the maximum discrimination performance.ud
机译:在暴露于13种不同有机蒸气的过程中,评估了由20种不同的有机硫醇封端的Au纳米粒子化学阻滞蒸气传感器组成的阵列的响应和辨别性能。钝化有机硫醇配体库由直链烷硫醇,支链烷硫醇和芳族硫醇组成。传感器的第四个集合是由2-苯基乙硫醇封端的Au纳米颗粒和非聚合芳族材料共嵌入传感器膜中形成的。有机蒸气由六种碳氢化合物(正己烷,正庚烷,正辛烷,异辛烷,环己烷和甲苯),三种极性非质子蒸气(氯仿,四氢呋喃和乙酸乙酯)和四种醇(甲醇,乙醇,异丙醇和1-丁醇)。由于测试蒸气的特性和传感器膜中钝化配体的分子结构,传感器的电阻响应趋势与预期的吸附趋势一致。使用包括主成分分析和Fisher线性判别式在内的分类算法来评估这类传感器阵列的辨别性能。传感器的每个集合都会对大多数蒸气进行精确分类,而误分类主要发生在极性相互相似的蒸气上。包含所有传感器集合的阵列的分类性能对所研究的所有蒸气产生了几乎完美的判别力。阵列大小(即传感器的数量)和阵列化学多样性对区分性能的依赖性表明,对于20个传感器的阵列,阵列大小为13个或更多的传感器产生了最大的区分性能。

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