Identification of the Isotherm Function in Chromatography Using CMA-ES
Optimization and Control
2007-10-02 v1 Numerical Analysis
Abstract
This paper deals with the identification of the flux for a system of conservation laws in the specific example of analytic chromatography. The fundamental equations of chromatographic process are highly non linear. The state-of-the-art Evolution Strategy, CMA-ES (the Covariance Matrix Adaptation Evolution Strategy), is used to identify the parameters of the so-called isotherm function. The approach was validated on different configurations of simulated data using either one, two or three components mixtures. CMA-ES is then applied to real data cases and its results are compared to those of a gradient-based strategy.
Cite
@article{arxiv.0710.0322,
title = {Identification of the Isotherm Function in Chromatography Using CMA-ES},
author = {Mohamed Jebalia and Anne Auger and Marc Schoenauer and Francois James and Marie Postel},
journal= {arXiv preprint arXiv:0710.0322},
year = {2007}
}