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Polynomial chaos for boundary value problems of dynamical systems

机译:动力系统边值问题的多项式混沌

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摘要

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.
机译:我们考虑常微分方程系统的边值问题,其中系统的物理参数存在不确定性。我们引入随机变量来描述不确定性。通过多项式混沌策略解决了所得的随机模型。一方面,非侵入式方法需要解决大量具有相对较小尺寸的非线性系统。另一方面,侵入式方法仅产生具有相对高维的单个非线性系统。或者,我们提出了一种非侵入性方法,该方法仍显示单个大型非线性系统。因此,仅需解决单个牛顿迭代的收敛问题即可解决边界值问题,同时还涉及原始常微分方程的许多初值问题。

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