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Design optimization of supersonic jet pumps using high fidelity flow analysis

机译:基于高保真流量分析的超音速喷射泵设计优化

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Supersonic jet pumps are simple devices with no moving parts, where a high velocity (primary) flow is used to pump a second fluid. In this paper, Computational Fluid Dynamics (CFD) is combined with an optimization framework in order to develop a tool for the rapid generation of jet pump designs. A key feature of the problem formulation is the transformation of the jet pump design parameters in terms of geometric ratios. This approach dramatically reduces the number of unrealistic designs covered by the Design of Experiments. Optimal Latin Hypercubes for surrogate model building and model validation points are constructed using a permutation genetic algorithm and design points are evaluated using CFD. Surrogate models of primary and entrained flow rates are built using a Moving Least Squares approach. A series of optimizations for various pump sizes are performed using a genetic algorithm and Sequential Quadratic Programming, with responses calculated from the surrogates. This approach results in a set of optimized designs, from which pumps for a wide range of flow rates can be interpolated.
机译:超音速喷射泵是没有运动部件的简单设备,其中使用高速(一次)流量泵送第二种流体。在本文中,计算流体动力学(CFD)与优化框架相结合,以开发用于快速生成喷射泵设计的工具。问题公式化的一个关键特征是喷射泵设计参数的几何比率转换。这种方法大大减少了“实验设计”所涵盖的不切实际设计的数量。使用置换遗传算法构建用于替代模型构建和模型验证点的最佳拉丁超立方体,并使用CFD评估设计点。使用“移动最小二乘”方法构建一次流量和气流速度的替代模型。使用遗传算法和顺序二次规划对各种泵的尺寸进行了一系列优化,并根据代理计算出响应。这种方法产生了一组优化的设计,可以从中插入适用于各种流速的泵。

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