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Multivariate statistics for summarizing diesel feeds for flammability attributes using comprehensive two‐dimensional gas chromatography
Author(s) -
Machakanur Shrinath,
Savalia Anilkumar,
Bhakthavatsalam Vishnupriya
Publication year - 2021
Publication title -
journal of separation science
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.72
H-Index - 102
eISSN - 1615-9314
pISSN - 1615-9306
DOI - 10.1002/jssc.202001192
Subject(s) - principal component analysis , diesel fuel , flammability , cetane number , hydrocarbon , multivariate statistics , chemometrics , composition (language) , multivariate analysis , chemistry , environmental science , flammable liquid , chromatography , environmental chemistry , statistics , mathematics , biodiesel , organic chemistry , linguistics , philosophy , catalysis
Comprehensive 2D gas chromatography has been utilized for analyzing complex mixtures of hydrocarbons of diesel feeds. Here, we evaluated 19 diesel feeds for their paraffinic, naphthenic, and aromatic group compositions dictating their flammability properties. Compositional ranges of feeds were as follows: paraffins: 9.6–57.8%, naphthenes: 7.9–38.5%, and aromatics: 10.5–82.3%. Diesel's flammability performance is estimated by thermodynamic conditions and rates of radical formation of hydrocarbon type in actual engine condition, limiting cetane number. However, limitations are overcome by understanding the relative compositional variations of feeds by simple ranking of feeds based on C15‐16 compositions. Due to the multidimensional variability of feeds, a principal component analysis was adopted later for its distinguishing capability. Paraffinic, naphthenic, and aromatic group's principal component analysis clustered up feeds based on the higher concentration of individual hydrocarbon group. We explored hierarchical cluster analysis to organize feeds into classes of mixed C9 to C26 paraffin's composition in the diesel range. Further, for discriminating C15–C16 enriched and depleted feeds in total paraffin composition, a row dendrogram with heat map was drawn. The above multivariate methods have led to a fair distinction of nonadditive feed compositions influencing flammability properties by radical formation rate.