Title of article
Model reduction of multi-scale chemical Langevin equations
Author/Authors
M.-N. Contou-Carrere and P. Daoutidis، نويسنده , , Marie-Nathalie and Sotiropoulos، نويسنده , , Vassilios and Kaznessis، نويسنده , , Yiannis N. and Daoutidis، نويسنده , , Prodromos، نويسنده ,
Issue Information
ماهنامه با شماره پیاپی سال 2011
Pages
12
From page
75
To page
86
Abstract
This paper addresses the model reduction problem for a class of stiff chemical Langevin equations that arise as models of biomolecular networks with fast and slow reactions and can be described as continuous Markov processes. Initially, a coordinate transformation is sought that allows the decoupling of fast and slow variables in the model equations. Necessary and sufficient conditions are derived for such a linear transformation to exist, along with an explicit change of variables which achieves the desired decoupling. For the systems for which this step is applicable, the method of adiabatic elimination is applied to determine a representation of the slow dynamics. Theoretical concepts and results are illustrated with simple examples.
Keywords
Model reduction , Singular perturbations , Multiple Time Scales , stochastic differential equations , Chemical Langevin equations
Journal title
Systems and Control Letters
Serial Year
2011
Journal title
Systems and Control Letters
Record number
1675650
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