非侵入式参数化简建模的形状优化降噪问题

F. Bonizzoni, Davide Pradovera
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引用次数: 5

摘要

本文研究了一个pde约束优化问题,该问题对某型航空发动机纳室的形状和衬垫材料进行了优化,以使发动机辐射噪声最小化。更精确地说,声学问题是用在外域上具有变化波数k的亥姆霍兹方程来模拟的。采用模型约简策略来减轻设计优化的成本:使用最小有理插值技术来构建固定形状/材料参数值下感兴趣数量的代理(w.r.t. k),并采用参数化模型阶数约简方法来组合不同形状/材料设计下的代理,从而形成非侵入式方法。给出了形状和形状/材料优化的数值实验,以证明所提出方法的有效性。
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Shape Optimization for a Noise Reduction Problem by Non-Intrusive Parametric Reduced Modeling
We study a PDE-constrained optimization problem, where the shape and liner material of the na-celle of an aircraft engine are optimized in order to minimize the noise radiated by the engine. More precisely, the acoustic problem is modeled by the Helmholtz equation with varying wavenumber k on an exterior domain. A model reduction strategy is employed to alleviate the cost of the design optimization: the minimal rational interpolation technique is used to construct a surrogate (w.r.t. k ) for the quantity of interest at fixed shape/material parameter values, and a parametric model order reduction approach is employed to combine surrogates at different shape/material designs, resulting in a nonintrusive methodology. Numerical experiments for shape and shape/material optimization are provided, to showcase the effectiveness of the presented methodology.
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