Optimization of coal tar gas chromatography conditions using probabilistic-deterministic design of experiment

V. Fomin, A.A. Aynabaev, D. Kaykenov, D. Sadyrbekov, S. Aldabergenova, M.A. Turovets, N. Kelesbek
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Abstract

The development of physicochemical methods for the analysis of objects of complex composition requires the application of methods of mathematical experiment design. This article investigates the possibility of using probabilistic-deterministic design of experiment (PDDoE) for obtaining a mathematical model of the chromatographic separation process of coal tar hydrogenation products on an Agilent 7890A device with an Rxi-5ms column. It is shown that the relationship between the column heating rate and the carrier gas pressure with the values averaged for the entire chromatogram can be established with a high accuracy. It is noted that the accuracy of modeling the individual characteristics of the mixture components’ peaks is less, but remains sufficient for many practical needs. Nonlinear multiple correlation coefficients (NMC) for the dependence of the average retention time and average intensity on the considered factors are more than 0.99; they are more than 0.98 for the average peak width. NMC for the dependence of the resolution with the relation to the peaks of naphthalene and 2-ethylphenol is more than 0.8 at a significant level that sufficient for practice. The quality of the mathematical model was checked by triple registration of the chromatogram at the values of the column heating rate and carrier gas pressure that were not used in the training experiment. The measurement results are excellent squared with those calculated using the obtained generalized equations. The PDDoE method can be recommended as a method for mathematical design of an optimization experiment in gas chromatography.
用概率确定性实验设计优化煤焦油气相色谱条件
物理化学方法在分析复杂成分物体方面的发展,要求应用数学实验设计方法。本文研究了用概率确定性实验设计(PDDoE)在Agilent 7890A装置上建立煤焦油加氢产物色谱分离过程数学模型的可能性,色谱柱为Rxi-5ms。结果表明,色谱柱升温速率与载气压力之间的关系与整个色谱图的平均值具有较高的准确性。值得注意的是,混合组分峰的单个特性建模精度较低,但仍然足以满足许多实际需要。平均滞留时间和平均强度与各因素的非线性多重相关系数(NMC)均大于0.99;它们的平均峰宽大于0.98。萘峰和2-乙基酚峰与分辨率的关系的NMC大于0.8,具有足够的实际意义。数学模型的质量通过色谱在柱加热速率和载气压力值的三重配准来检查,这些值在训练实验中没有使用。测量结果与利用所得到的广义方程计算结果的平方很好。PDDoE方法可作为气相色谱优化实验的数学设计方法。
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