首页> 外文会议>ASME turbo expo: turbomachinery technical conference and exposition >QUANTIFICATION OF THE IMPACT OF UNCERTAINTIES IN OPERATING CONDITIONS ON THE FLAME TRANSFER FUNCTION WITH NON-INTRUSIVE POLYNOMIAL CHAOS EXPANSION
【24h】

QUANTIFICATION OF THE IMPACT OF UNCERTAINTIES IN OPERATING CONDITIONS ON THE FLAME TRANSFER FUNCTION WITH NON-INTRUSIVE POLYNOMIAL CHAOS EXPANSION

机译:用非侵入式多项式混沌展开对操作条件中不确定性对火焰传递函数的影响进行量化

获取原文

摘要

Non-intrusive polynomial chaos expansion (NIPCE) is used to quantify the impact of uncertainties in operating conditions on the flame transfer function of a premixed laminar flame. NIPCE requires only a small number of system evaluations, so it can be applied in cases where a Monte Carlo simulation is unfeasible. We consider three uncertain operating parameters: inlet velocity, burner plate temperature, and equivalence ratio. The flame transfer function (FTF) is identified in terms of the finite impulse response from CFD simulations with broadband velocity excitation. NIPCE yields uncertainties in the FTF due to the uncertain operating conditions. For the chosen uncertain operating bounds, a second-order expansion is found to be sufficient to represent the resulting uncertainties in the FTF with good accuracy. The effect of each operating parameter on the FTF is studied using Sobol indices, i.e. a variance-based measure of sensitivity, which are computed from the NIPCE. It is observed that in the present case uncertainties in the finite impulse response as well as in the phase of the FTF are dominated by the equivalence-ratio uncertainty. For frequencies below 150 Hz, the uncertainty in the gain of the FTF is also attributable to the uncertainty in equivalence-ratio, but for higher frequencies the uncertainties in velocity and temperature dominate. At last, we adopt the polynomial approximation of the output quantity, provided by the NIPCE method, for further UQ studies with modified input uncertainties.
机译:非侵入式多项式混沌扩展(NIPCE)用于量化操作条件中的不确定性对预混合层流火焰的火焰传递函数的影响。 NIPCE只需要少量的系统评估,因此可以在蒙特卡洛模拟不可行的情况下应用。我们考虑了三个不确定的运行参数:入口速度,燃烧器板温度和当量比。火焰传递函数(FTF)是根据宽带速度激励下CFD模拟的有限脉冲响应来确定的。由于不确定的运行条件,NIPCE在FTF中产生不确定性。对于选定的不确定操作边界,发现二阶展开足以以良好的精度表示FTF中的不确定性。使用Sobol指数(即从NIPCE计算出的基于方差的灵敏度度量)研究每个操作参数对FTF的影响。可以看出,在当前情况下,有限冲激响应以及FTF相位中的不确定性主要由当量比不确定性决定。对于低于150 Hz的频率,FTF增益的不确定性也可归因于当量比的不确定性,但对于更高的频率,速度和温度的不确定性占主导地位。最后,我们采用NIPCE方法提供的输出量的多项式逼近,用于进一步的UQ研究,其中输入不确定性已修改。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号