TR2003-140

Independent Component Analysis (ICA) in the Deconvolution of Overlapping HPLC Aromatic Peaks of Oil


    •  Pasadakis, N., Gaganis, V., Smaragdis, P., "Independent Component Analysis (ICA) in the Deconvolution of Overlapping HPLC Aromatic Peaks of Oil", International Conference of Instrumental Methods of Analysis -- Modern Trends and Applications (IMA), September 2003.
      BibTeX TR2003-140 PDF
      • @inproceedings{Pasadakis2003sep,
      • author = {Pasadakis, N. and Gaganis, V. and Smaragdis, P.},
      • title = {Independent Component Analysis (ICA) in the Deconvolution of Overlapping HPLC Aromatic Peaks of Oil},
      • booktitle = {International Conference of Instrumental Methods of Analysis -- Modern Trends and Applications (IMA)},
      • year = 2003,
      • month = sep,
      • url = {https://www.merl.com/publications/TR2003-140}
      • }
Abstract:

Chemometric methods like Principal Component Analysis (PCA) and Evolving Factor Analysis (EFA) have been applied to improve peaks separation, especially in HPLC UV-DAD analysis. In this work, the Independent Component Analysis (ICA) was adopted for the separation of overlapping aromatic peaks and the simultaneous determination of the underlying spectra. The application of the method on middle petroleum fractions showed an improved separation between the aromatic groups compared to the previously used methods. The determined by the ICA method UV spectra of the component groups can be further exploited for the compositional characterization of the aromatic fractions.

 

  • Related News & Events

    •  NEWS    IMA 2003: publication by MERL researchers and others
      Date: September 23, 2003
      Where: International Conference of Instrumental Methods of Analysis -- Modern Trends and Applications (IMA)
      Brief
      • The paper "Independent Component Analysis for Deconvolution of Overlapping HPLC Aromatic Peaks of Oil" by Pasadakis, N., Gaganis, V. and Smaragdis, P. was presented at the International Conference of Instrumental Methods of Analysis -- Modern Trends and Applications (IMA).
    •