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Multifidelity Modeling Framework for Bayesian-Based Multidisciplinary Aircraft Design Optimization

机译:基于贝叶斯的多学科飞机设计优化的多保真建模框架

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Complex aircraft systems have properties that are both multidisciplinary and highly interdependent. Multidisciplinary modeling of these complex systems requires that each discipline inform and be informed by the other disciplines simultaneously. Furthermore, multifidelity modeling, where any single discipline model of varying fidelity may be used interchangeably with the other discipline models of non-similar fidelity, requires that discipline models of all fidelities be capable of interacting with the multidisciplinary system in the same way. This paper describes a Bayesian-based multifidelity design optimization framework for a medium-altitude remotely piloted aircraft. The various disciplines and corresponding fidelities represented in the design problem, structures, propulsion, and aerodynamics, are briefly described in their context for interaction with the framework. Finally, the results of the system design tools at varying fidelities are described as it pertains to aircraft design and optimization.
机译:复杂的飞机系统具有多学科且高度相互依赖的特性。这些复杂系统的多学科建模要求每个学科同时向其他学科通报信息。此外,多保真度建模(其中可以改变保真度的任何单个学科模型可以与非相似保真度的其他学科模型互换使用)要求所有保真度的学科模型都能够以相同的方式与多学科系统交互。本文介绍了一种基于贝叶斯的中空远程驾驶飞机多保真度设计优化框架。在设计问题,结构,推进和空气动力学方面所代表的各种学科和相应的逼真度,在其与框架相互作用的上下文中进行了简要描述。最后,描述了不同保真度的系统设计工具的结果,因为它与飞机的设计和优化有关。

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