POLYNOMIAL CHAOS FOR LINEAR DIFFERENTIAL ALGEBRAIC EQUATIONS WITH RANDOM PARAMETERS
Roland Pulch
Abstract
Open-access reader
Roland Pulch
Abstract
Open-access reader
Technical applications are often modeled by systems of differential algebraic equations.The systems may include parameters that involve some uncertainties.We arrange a stochastic model for uncertainty quantification in the case of linear systems of differential algebraic equations.The generalized polynomial chaos yields a larger linear system of differential algebraic equations, whose solution represents an approximation of the corresponding random process.We prove sufficient conditions such that the larger system inherits the index of the original system.Furthermore, the choice of consistent initial values is discussed.Finally, we present numerical simulations of this stochastic model.
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Technical applications are often modeled by systems of differential algebraic equations.The systems may include parameters that involve some uncertainties.We arrange a stochastic model for uncertainty quantification in the case of linear systems of differential algebraic equations.The generalized polynomial chaos yields a larger linear system of differential algebraic equations, whose solution represents an approximation of the corresponding random process.We prove sufficient conditions such that the larger system inherits the index of the original system.Furthermore, the choice of consistent initial values is discussed.Finally, we present numerical simulations of this stochastic model.
Key concepts: Polynomial chaos, Differential algebraic equation, Applied mathematics, Mathematics, Polynomial, Algebraic equation, Stochastic differential equation, Differential algebraic geometry