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Efficient Uncertainty Quantification in Multidisciplinary Analysis of a Reusable Launch Vehicle

机译:可重复使用运载火箭多学科分析中的有效不确定性量化

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The objective of this study was to apply a recently developed uncertainty quantification framework to the multidisciplinary analysis of a reusable launch vehicle (RLV). This particular framework is capable of efficiently propagating mixed (inherent and epistemic) uncertainties through complex simulation codes. The goal of the analysis was to quantify uncertainty in various output parameters obtained from the RLV analysis, including the maximum dynamic pressure, cross-range, range, and vehicle takeoff gross weight. Three main uncertainty sources were treated in the simulations: (1) reentry angle of attack (inherent uncertainty), (2) altitude of the initial reentry point (inherent uncertainty), and (3) the Young's Modulus (epistemic uncertainty). The Second-Order Probability Theory utilizing a stochastic response surface obtained with Point-Collocation Non-Intrusive Polynomial Chaos was used for the propagation of the mixed uncertainties. This particular methodology was applied to the RLV analysis, and the uncertainty in the output parameters of interested was obtained in terms of intervals at various probability levels. The preliminary results have shown that there is a large amount of uncertainty associated with the vehicle takeoff gross weight. Furthermore, the study has demonstrated the feasibility of the developed uncertainty quantification framework for efficient propagation of mixed uncertainties in the analysis of complex aerospace systems.
机译:这项研究的目的是将最近开发的不确定性量化框架应用于可重复使用运载火箭(RLV)的多学科分析。这个特定的框架能够通过复杂的仿真代码有效地传播混合的(固有的和认知的)不确定性。分析的目的是量化从RLV分析获得的各种输出参数中的不确定性,包括最大动态压力,跨范围,范围和车辆起飞总重。模拟中处理了三个主要不确定性来源:(1)再入攻角(固有不确定性),(2)初始再入点的高度(固有不确定性)和(3)杨氏模量(经验不确定性)。二阶概率理论利用点响应非侵入式多项式混沌获得的随机响应面来传播混合不确定性。将该特定方法应用于RLV分析,并根据各种概率水平下的间隔来获得目标输出参数的不确定性。初步结果表明,与车辆起飞总重量有关的不确定性很大。此外,研究表明,开发复杂的不确定性量化框架对于在复杂的航空系统分析中有效传播混合不确定性具有可行性。

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