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Factorial Experimental Design to Optimize a Methodology to Analyze Odorous Chemical Mixtures: Effect on a Sensors Array and on Odour Concentration

机译:优化设计分析气味化学混合物的方法的析因实验设计:对传感器阵列和气味浓度的影响

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The aim of this study is to check the influence of the chemical composition of odorous and non-odorous gaseson the odour concentration and on the sensor responses. Design of experiments (DOE) is used to planmixtures composition for 5 compounds with different levels of concentrations. The synthetic gas experimentsconsist of preparation of samples based on the factorial design consisting of five compounds i.e., TrimethylAmine, Hydrogen Sulphide, Methane, Limonene and n-Butanol. Pareto plots are examined to evaluate themain effects of each sensor on the odour concentration. In addition, the response of each individual gassensor is examined as a function of the chemical composition as well as the odour concentration. Theresponse surface methodology analysis (Peris et al, 2009) is carried out on the experimental design of thesynthetic gases. The stepwise procedure was used to analyse the results which is an automated tool used inthe exploratory stages of model building to identify a useful subset of predictors. All the combinations arecarried out with step wise regression and without stepwise regression. Also BOX-COX transformations withdifferent values of alpha are also considered during the development of the regression model. Afterwards,multivariate analysis is performed to check the performances of a sensors array regarding the fluctuation ofchemicals concentration. Finally, real odorous samples from a municipal solid waste site are measured withthe same array and the results are compared with the ones obtained with the synthetic odorous gases.Index terms– Experimental design, synthetic odorous gases, sensors array, odour concentrations
机译:这项研究的目的是检查有味和无味气体的化学成分的影响 气味浓度和传感器响应。实验设计(DOE)用于计划 混合物组成为5种浓度不同的化合物。合成气实验 由基于因子分解设计的样品制备组成,因子分解设计由五种化合物组成,即三甲基 胺,硫化氢,甲烷,Li烯和正丁醇。检查帕累托图以评估 每个传感器对气味浓度的主要影响。此外,每种气体的响应 根据化学成分以及气味浓度对传感器进行检查。这 响应面方法学分析(Peris等人,2009年)是根据实验设计 合成气。逐步过程用于分析结果,这是用于 建立模型的探索阶段,以识别有用的预测变量子集。所有组合都是 在逐步回归和不逐步回归的情况下进行。还可以进行BOX-COX转换 回归模型的开发过程中还考虑了不同的alpha值。然后, 进行多元分析以检查传感器阵列的性能有关 化学药品浓度。最后,用以下方法测量了来自城市固体废物现场的真实气味样品: 将相同的阵列和结果与用合成有味气体获得的结果进行比较。 索引词–实验设计,合成气味气体,传感器阵列,气味浓度

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