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Model Uncertainty: A Challenge in Nonlinear Coupled Multidisciplinary System Design

机译:模型不确定性:非线性耦合多学科系统设计中的挑战

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This paper considers the effects of uncertainty on multidisciplinary analysis estimates used in conceptual aircraft design. Specifically, the paper presents an analysis of the stability and control (S&C) characteristics of an illustrative Blended-Wing-Body (BWB) configuration using uncertain aerodynamic estimates. The S&C properties of a BWB are highly nonlinear, and as such pose a challenge for low-fidelity analysis techniques. By propagating bounds on uncertain aerodynamic data them through the analysis, bounds are derived for the resulting S&iC limits. These estimates can then be used to guide future research and development efforts. Results demonstrate that even moderate uncertainty in estimating aerodynamic lift, drag, and moment coefficients translates into large uncertainty in estimating the center of gravity limits, due to the highly nonlinear nature of the S&C model. The paper identifies directions for ongoing work using a multifidelity approach to address this issue.
机译:本文考虑了不确定性对概念飞机设计中使用的多学科分析估计的影响。具体而言,本文使用不确定的空气动力学估算值对说明性的机翼-机体(BWB)构型的稳定性和控制(S&C)特性进行了分析。 BWB的S&C属性是高度非线性的,因此对低保真分析技术提出了挑战。通过在不确定的空气动力学数据上传播边界,通过分析,可以得出得出的S&iC极限的边界。然后,这些估计值可用于指导未来的研究和开发工作。结果表明,由于S&C模型的高度非线性特性,在估算空气动力学升力,阻力和力矩系数时,即使是中等不确定性,在估算重心极限时也会转化为较大不确定性。本文确定了使用多保真方法来解决此问题的正在进行的工作的方向。

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