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A MATLAB graphical user interface for nonintrusive polynomial chaos theory

机译:一个Matlab图形用户界面,用于非流体多项式Chaos理论

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Polynomial chaos theory is a sophisticated method for the analysis of uncertainty propagation in dynamic systems, which is considerably faster than Monte Carlo methods in systems with few random parameters. Classically, all system laws are re-formulated into a deterministic set of equations, but in recent years, a nonintrusive variation has been developed to apply polynomial chaos to black boxes. However, a major constraint for the application of this concept is the depth of its mathematical foundations, followed by many adjustments. After a brief introduction of this concept, we would therefore like to present a graphical user interface which facilitates its use. Through this tool, the numerous difficulties in applying polynomial chaos become irrelevant for the user. Additionally, we show possible applications using the example of a buck converter, with a custom made interface tool between the commercial simulation environments MATLAB and SimulationX.
机译:多项式Chaos理论是一种复杂的方法,用于分析动态系统中的不确定性传播,这比具有少数随机参数的系统中的蒙特卡罗方法更快。经典地,所有系统法则都重新配制到一个确定性方程组中,但近年来,已经开发出一个非流体的变化来将多项式混沌应用于黑匣子。然而,这种概念应用的主要限制是其数学基础的深度,其次是许多调整。在简要介绍了这一概念之后,我们希望介绍一个促进其使用的图形用户界面。通过这个工具,施加多项式混乱的许多困难对用户无关。此外,我们使用COUNT转换器的示例显示了可能的应用程序,在商业仿真环境MATLAB和SIMUMATIONX之间具有自定义界面工具。

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