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Is there a need for fully converged CFD solutions? Global extremum seeking applied to aerodynamic shape optimisation

机译:是否需要完全融合的CFD解决方案?全局极值搜索应用于空气动力学形状优化

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Optimisation of aerodynamic shapes using computational fluid dynamics approaches has been successfully applied over a number of years, however the typical optimisation approaches employed utilise gradient algorithms that guarantee only local optimality of the solution. While numerous global optimisation techniques exist, they are usually too time consuming in practice. In this paper we show that interpreting the convergence of computational fluid dynamics solvers as plant dynamics allows recent results in global extremum seeking to be deployed. This alleviates the computational burden of requiring full convergence of the computation fluid dynamics solver. The approach is demonstrated on a simple example involving drag minimisation on a NACA aerofoil.
机译:使用计算流体动力学方法对空气动力学形状进行优化已成功应用了数年,但是采用的典型优化方法利用的梯度算法仅保证了解决方案的局部最优性。尽管存在许多全局优化技术,但它们在实践中通常太耗时。在本文中,我们证明了将计算流体动力学求解器的收敛解释为植物动力学可以使寻求全局极值的最新结果得以部署。这减轻了要求计算流体动力学求解器完全收敛的计算负担。该方法在一个简单示例中得到了证明,该示例涉及最小化NACA机翼的阻力。

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