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Surrogate Modelling of Combustion Systems for Robust Optimized Scramjet Design

机译:鲁棒优化超燃冲压发动机设计的燃烧系统的替代模型

摘要

Substantial computational time to develop high speed propulsion systems is the number one challenge facing future development of thrust producing scramjets over a wide operational envelope. Current designs times are substantial due to the need to solve the Navier-Stokes equations using computational fluid dynamics. The computational time for one point can lead to only a few design choices being run before a decision is required. In order to develop robust design a level of understanding of off design performance is also required. If a single design point requires significant resources in computational time, solving the same geometry over a number of design parameters creates a cost too great for design. To mitigate this cost, Surrogate surface modelling can be used to generate a statistical function for the design space with a sparse data set to capture the optima points as well as how the system behaves during off design performance. This paper focuses on generating surrogate surfaces using the Kriging method, employing results for both the supersonic flow and the reaction mechanisms required to accurately predict the combustion performance which requires chemical kinetics to accurately capture the low residence time inherent in supersonic combustion.
机译:开发高速推进系统所需的大量计算时间是未来在宽广的运行范围内开发推力超燃冲压发动机所面临的首要挑战。由于需要使用计算流体动力学来求解Navier-Stokes方程,因此当前的设计时间非常长。一点的计算时间只能导致在需要做出决定之前运行一些设计选择。为了开发健壮的设计,还需要对非设计性能有一定的了解。如果单个设计点在计算时间上需要大量资源,则在多个设计参数上求解相同的几何形状会导致设计成本过高。为了减轻此成本,可以使用替代表面建模来生成具有稀疏数据集的设计空间统计函数,以捕获最佳点以及系统在非设计性能期间的行为。本文着重于使用Kriging方法生成替代表面,同时采用超声流和精确预测燃烧性能所需的反应机理的结果,这需要化学动力学来准确捕获超声燃烧固有的低停留时间。

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    Gipe Donald Stephen;

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  • 年度 2012
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