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
Link To Document :
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