Title of article :
Polynomial chaos for boundary value problems of dynamical systems
Author/Authors :
Pulch، نويسنده , , Roland، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Abstract :
We consider boundary value problems of systems of ordinary differential equations, where uncertainties are present in physical parameters of the systems. We introduce random variables to describe the uncertainties. The resulting stochastic model is resolved by the strategy of the polynomial chaos. On the one hand, a non-intrusive approach requires the solution of a large number of nonlinear systems with relatively small dimension. On the other hand, an intrusive approach yields just a single nonlinear system with a relatively high dimension. Alternatively, we present a non-intrusive method, which still exhibits a single large nonlinear system. Consequently, the convergence of a single Newton iteration has to be ensured only to solve the boundary value problem, while many initial value problems of the original ordinary differential equations are involved.
Keywords :
Polynomial chaos , ordinary differential equations , Boundary value problem , uncertainty quantification , newton method
Journal title :
Applied Numerical Mathematics
Journal title :
Applied Numerical Mathematics