Journal of Chromatography A, 1202 (2008) 34–39
Contents lists available at ScienceDirect
Journal of Chromatography A
journal homepage: www.elsevier.com/locate/chroma
Numerical determination of competitive adsorption isotherm of mandelic acid
enantiomers on cellulose-based chiral stationary phase
Yan Zhang, Sohrab Rohani, Ajay K. Ray
∗
Department of Chemical and Biochemical Engineering, The University of Western Ontario, London,
Ontario N6A 5B9, Canada
article info
Article history:
Received 10 December 2007
Received in revised form 6 June 2008
Accepted 16 June 2008
Available online 24 June 2008
Keywords:
Inverse method
Competitive adsorption isotherm
Least-square fitting
Genetic algorithm
Orthogonal collocation on finite element
abstract
The use of inverse method for the determination of competitive adsorption isotherm of mandelic acid
enantiomers on cellulose tris(3,5-diethylphenyl carbamate) stationary phase is proposed in this work.
Non-dominated sorting genetic algorithm with jumping genes (NSGA-II-JG) was applied to acquire the
isotherm parameters by minimizing the sum of square deviations of the model predictions from the
measured elution profiles. Three different competitive isotherm models, i.e., Langmuir, biLangmuir and
T´ oth, combined with transport-dispersive chromatographic model were used in predicting the elution
profiles. Orthogonal collocation on finite element (OCFE) method was applied to obtain the calculated
elution profiles. Results indicate that biLangmuir isotherm and T ´ oth isotherm give remarkably similar
equilibrium isotherms within the investigated liquid concentration range. Band profiles calculated from
both isotherm models are in good agreement with the experimental data. The validity of the determined
parameters was verified by comparing the model predictions with experimental elution profiles at various
experimental conditions.
© 2008 Elsevier B.V. All rights reserved.
1. Introduction
Preparative high performance liquid chromatography is cur-
rently the most widely used method for separation and purification
of optical enantiomers [1,2]. Preparative chromatographic enan-
tioseparations are performed essentially under nonlinear condi-
tions and separations are governed by the equilibrium isotherm of
the solutes in the feedstock [3]. The study of phase equilibriums
and more specifically the determination of adsorption isotherm
of the optical enantiomers are extremely important, either from
a scientific or an industrial point of view.
Frontal analysis [4,5] and perturbation peak [6–8] method are
frequently used for determination of binary or multi-component
isotherm. In frontal analysis, successive or abrupt step changes in
the feed are introduced and the breakthrough curves are mon-
itored from the beginning until final compositions are reached.
For a system with N components, (N - 1) intermediate plateau
concentrations and N retention times of shock fronts from each
breakthrough curve have to be analyzed so that the equilibrium
data can be calculated by the integral mass balance equations.
Adsorption parameters are then determined by fitting these equi-
∗
Corresponding author. Tel.: +1 519 661 2111x81279; fax: +1 519 661 3498.
E-mail address: aray@eng.uwo.ca (A.K. Ray).
librium data to the isotherm models using linear or nonlinear
regression. Perturbation peak method determines the isotherm by
measuring the retention times of small-size perturbations injected
into the column equilibrated with sample solutions at different
concentrations. A least-square fitting of the retention times of cal-
culated perturbation peaks to those of measured ones is used to
obtain the isotherm parameters. Although both methods can help
to acquire very accurate isotherm parameters, they share a draw-
back of consuming a large amount of expensive pure enantiomers
[5,9].
Inverse method [10,11] is another choice for isotherm determi-
nation of binary systems. This method allows the rapid estimation
of the best values of the isotherm parameters by minimizing the
differences between experimental overloaded profiles of binary
mixtures and the profiles calculated by solving the mass bal-
ance equation for the system under examination. Due to the low
consumption of enantiopure chemicals, inverse method has been
applied in many preparative enantioseparations, particularly simu-
lated moving bed separations, to determine nonlinear competitive
equilibrium isotherms [12–15].
Numerical determination of the competitive isotherm parame-
ters of recemic mandelic acid on cellulose tris(3,5-diethylphenyl
carbamate) stationary phase (ChiralCel OD) is presented in this
work. Cellulose tris(3,5-diethylphenyl carbamate) is the most pow-
erful cellulose derivative chiral stationary phases (CSPs). It has been
0021-9673/$ – see front matter © 2008 Elsevier B.V. All rights reserved.
doi:10.1016/j.chroma.2008.06.026