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A signal processing method applied to direct simulation Monte Carlo for predicting acoustic attenuation in gas mixtures

机译:一种信号处理方法,用于直接模拟蒙特卡洛,预测混合气体的声衰减

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摘要

A theoretical predictive model of acoustic attenuation in gas mixtures is necessary for analysing the composition of a gas mixture. A signal-processing framework applied to a direct simulation Monte Carlo (DSMC) method was developed for this purpose. As the DSMC system was proved to be an externally linear and time-invariant system in this paper, the acoustic attenuation of certain frequencies could be estimated by nonlinearly curve fitting on the basis of the data from the Fourier transform of the output signal. Two benefits could be gained from our work. First, if the simulation lasts enough time steps, the data from Fourier transform for one DSMC simulation could theoretically include every point of the attenuation spectrum. Second, the nonlinear curve-fitting method could reduce simulation time without losing predictive precision. Hence the signal processing method developed in this paper makes the DSMC simulation more efficient in analysing the relation between acoustic intensity attenuation and wave frequency. The result of our signal-processing framework based DSMC shows that the acoustic attenuation spectrum is dependent upon the composition of the gas mixture. Gas mixtures of nitrogen with variable additions of oxygen and carbon dioxide were considered in this paper. The frequency range of interest is from 8 MHz to 232 MHz in our predictive model.
机译:气体混合物中声衰减的理论预测模型对于分析气体混合物的成分是必要的。为此,开发了一种应用于直接模拟蒙特卡洛(DSMC)方法的信号处理框架。由于本文证明DSMC系统是外部线性且时不变的系统,因此可以基于输出信号的傅立叶变换的数据,通过非线性曲线拟合来估计某些频率的声衰减。我们的工作有两个好处。首先,如果模拟持续了足够的时间步长,则对于一个DSMC模拟,傅里叶变换的数据理论上可以包括衰减谱的每个点。其次,非线性曲线拟合方法可以减少仿真时间,而不会降低预测精度。因此,本文开发的信号处理方法使DSMC仿真更有效地分析了声强衰减与波频率之间的关系。基于DSMC的信号处理框架的结果表明,声衰减谱取决于混合气体的成分。本文考虑了氮气与氧气和二氧化碳的可变添加量的混合气体。在我们的预测模型中,感兴趣的频率范围是从8 MHz到232 MHz。

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