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A FRAMEWORK FOR THE OPTIMISATION OF A BERP-LIKE BLADE

机译:像贝尔伯一样的刀片的优化框架

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This work presents a framework for the optimisation of certain aspects of a BERP-like rotor blade in forward flight while constraining hover performance. The proposed method employs a high-fidelity efficient CFD technique that uses the Harmonic Balance method in conjunction with artificial neural networks (ANNs) as metamodels, and genetic algorithms (GAs) for optimisation. The approach has been previously demonstrated for the optimisation of linear twist of rotors in hover (steady case) and the optimisation of rotor sections in forward flight (unsteady case), transonic aerofoils, wing and rotor tip planforms. In this paper, a parameterisation technique was defined for the BERP-like rotor tip and three of the parameters were optimised in forward flight. A specific objective function was created using the initial CFD data and the metamodel was used for evaluating the objective function during the optimisation using the GAs. The obtained results suggest optima in agreement with engineering intuition but provide precise information about the shape of the final lifting surface and its performance. The results were checked using different optimisation methods and were not sensitive to the employed techniques with substantial overlap between the outputs of the selected methods. The main CPU cost was associated with the population of the CFD database necessary for the metamodel using a full factorial method and even that was reduced with the use of the Harmonic Balance method.
机译:这项工作提出了一个框架,用于在限制悬停性能的同时优化正向飞行中的BERP类转子叶片的某些方面。所提出的方法采用了高保真高效CFD技术,该技术将谐波平衡方法与人工神经网络(ANN)结合用作元模型,并利用遗传算法(GA)进行优化。先前已经证明了该方法用于优化悬停时转子的线性扭曲(稳定情况)以及前向飞行中转子部分的优化(不稳定情况),跨音速翼型,机翼和转子尖端平面形状。在本文中,为像BERP那样的转子尖端定义了一种参数化技术,并在向前飞行中优化了其中三个参数。使用初始CFD数据创建了特定的目标函数,并使用GA将元模型用于评估优化过程中的目标函数。获得的结果表明与工程直觉相符的最佳状态,但提供了有关最终提升面的形状及其性能的精确信息。使用不同的优化方法检查了结果,并且对所采用的技术不敏感,所选方法的输出之间存在实质性的重叠。主CPU成本与使用全阶乘方法的元模型所需的CFD数据库的填充量相关联,甚至通过使用谐波平衡方法也可以降低。

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