title: Determination of boiling point of petrochemicals by gas chromatography-mass spectrometry and multivariate regression analysis of structural activity relationship.
abstract: Accurate understanding of analyte boiling points (BP) is of critical importance in gas chromatographic (GC) separation and crude oil refinery operation in petrochemical industries. This study reported the first combined use of GC separation and partial-least-square (PLS1) multivariate regression analysis of petrochemical structural activity relationship (SAR) for accurate BP determination of two commercially available (D3710 and MA VHP) calibration gas mix samples. The results of the BP determination using PLS1 multivariate regression were further compared with the results of traditional simulated distillation method of BP determination. The developed PLS1 regression was able to correctly predict analytes BP in D3710 and MA VHP calibration gas mix samples, with a root-mean-square-%-relative-error (RMS%RE) of 6.4%, and 10.8% respectively. In contrast, the overall RMS%RE of 32.9% and 40.4%, respectively obtained for BP determination in D3710 and MA VHP using a traditional simulated distillation method were approximately four times larger than the corresponding RMS%RE of BP prediction using MRA, demonstrating the better predictive ability of MRA. The reported method is rapid, robust, and promising, and can be potentially used routinely for fast analysis, pattern recognition, and analyte BP determination in petrochemical industries.
authors.affiliation: North Carolina A&T State University, Greensboro, NC 27411, United States. Electronic address: sofakayo@ncat.edu.
authors.forename: Sayo O
authors.initials: SO
authors.lastname: Fakayode
authors.affiliation: Chemistry Department, Winston-Salem State University, Winston-Salem, NC 27110, United States.
authors.forename: Breanna S
authors.initials: BS
authors.lastname: Mitchell
authors.affiliation: Chemistry Department, Winston-Salem State University, Winston-Salem, NC 27110, United States.
authors.forename: David A
authors.initials: DA
authors.lastname: Pollard
keywords: Boiling point determination; Gas chromatography; Multivariate regression analysis; Pattern recognition; Petrochemicals; Structural activity relationship