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Adaptive approach for nonlinear sensitivity analysis of reaction kinetics
Authors:Horenko Illia  Lorenz Sönke  Schütte Christof  Huisinga Wilhelm
Institution:Freie Universit?t Berlin, Arnimallee 2, D-14195 Berlin, Germany. horenko@mi.fu-berlin.de
Abstract:We present a unified approach for linear and nonlinear sensitivity analysis for models of reaction kinetics that are stated in terms of systems of ordinary differential equations (ODEs). The approach is based on the reformulation of the ODE problem as a density transport problem described by a Fokker-Planck equation. The resulting multidimensional partial differential equation is herein solved by extending the TRAIL algorithm originally introduced by Horenko and Weiser in the context of molecular dynamics (J. Comp. Chem. 2003, 24, 1921) and discussed it in comparison with Monte Carlo techniques. The extended TRAIL approach is fully adaptive and easily allows to study the influence of nonlinear dynamical effects. We illustrate the scheme in application to an enzyme-substrate model problem for sensitivity analysis w.r.t. to initial concentrations and parameter values.
Keywords:nonlinear sensitivity analysis  parameter uncertainty  adaptive particle methods  multidimensional PDEs  Fokker–Planck equation
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