Optimisation of temperature-programmed gas chromatographic separation of organochloride pesticides by response surface methodology

J Chromatogr A. 2015 Dec 4:1423:149-57. doi: 10.1016/j.chroma.2015.10.082. Epub 2015 Oct 30.

Abstract

A response surface methodology (RSM) approach is applied to optimise the temperature-programme gas-chromatographic separation of 16 organochloride pesticides, including 12 compounds identified as highly toxic chemicals by the Stockholm Convention on Persistent Organic Pollutants. A three-parameter relationship describing both linear and curve temperature programmes is derived adapting a model previously used in literature to describe concentration gradients in liquid chromatography with binary eluents. To investigate the influence of the three temperature profile descriptors (the starting temperature, the gradient duration and a shape parameter), a three-level full-factorial design of experiments is used to identify suitable combinations of the above variables spanning over a useful domain. Resolutions of adjacent peaks are the responses modelled by RSM using two alternative methods: a multi-layer artificial network (ANN) and usual polynomial regression. The proposed ANN-based approach permits to model simultaneously the resolutions of all the consecutive analyte pairs as a function of the temperature profile descriptors. Four critical pairs giving partially overlapped peaks are identified and multiresponse optimisation is carried out by analysing the surface plot of a global resolution defined as the average of the resolutions of the critical pairs. Descriptive/predictive performance and applicability of the ANN and polynomial RSM methods are compared and discussed.

Keywords: Artificial neural network; Organochloride pollutants; Response surface methodology; Separation optimisation; Temperature-programmed gas-chromatography.

MeSH terms

  • Chemistry Techniques, Analytical / methods*
  • Chromatography, Gas*
  • Hydrocarbons, Chlorinated / analysis
  • Hydrocarbons, Chlorinated / chemistry*
  • Organic Chemicals
  • Pesticides / analysis
  • Pesticides / chemistry*
  • Temperature*

Substances

  • Hydrocarbons, Chlorinated
  • Organic Chemicals
  • Pesticides