• 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