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首页> 外文期刊>International Journal of Heat and Mass Transfer >A Bayesian approach for the estimation of the thermal diffusivity of aerodynamically levitated solid metals at high temperatures
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A Bayesian approach for the estimation of the thermal diffusivity of aerodynamically levitated solid metals at high temperatures

机译:高温下空气动力学悬浮固体金属热扩散率估计贝叶斯方法

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摘要

The flash method has been the standard technique for the measurement of thermal diffusivity since it was first developed by Parker and co-workers. Several modifications of the original method have been proposed in the literature, to deal with different physical situations and materials. In this work, we extend the front-face flash method for the simultaneous estimation of the thermal diffusivity and thermal conductivity of aerodynamically levitated spherical solid metal samples at high temperatures, with laser excitation and contactless temperature measurements taken with a pyrometer. The mathematical model associated to the physical problem is formulated as an axisymmetric heat conduction problem, with heat losses by radiation and convection. Since the measurements of a pyrometer are in fact radiative fluxes, the transfer function of the pyrometer is integrated in the mathematical model. A sensitivity analysis is performed and reveals that the thermal diffusivity and the thermal conductivity of the sample can be simultaneously estimated, provided that the other model parameters are known. The solution of the inverse problem is obtained with algorithms within the Bayesian framework of statistics, by using a heat conduction reduced model with linear boundary conditions, for which an analytical solution is developed for fast computations. The Bayesian Approximation Error Model is used to compensate for errors between a complete heat conduction model with nonlinear boundary conditions and a reduced heat conduction model with linear boundary conditions. Moreover, errors related to the inaccuracy and the uncertainties of all model parameters are accounted for in the inverse analysis. Simulated transient flux measurements are assumed available from a multi-spectral pyrometer and are used for the inverse problem solution. (C) 2019 Elsevier Ltd. All rights reserved.
机译:Flash方法是测量热扩散率的标准技术,因为它是帕克和同事开发的。在文献中提出了几种改进原始方法,以处理不同的物理情况和材料。在这项工作中,我们延长了高温下运动动力学悬浮球形固体金属样品的热扩散性和热导率的正面闪光法,激光激发和用高温计拍摄的激光激发和无接触温度测量。与物理问题相关的数学模型被配制为轴对称导热问题,通过辐射和对流进行热损失。由于高温计的测量实际上是辐射通量,因此高温计的传递函数集成在数学模型中。提供了一种灵敏度分析,并揭示了可以同时估计样品的热扩散性和导热率,只要其他模型参数是已知的。通过使用具有线性边界条件的热传导还原模型,利用贝叶斯框架内的算法获得了逆问题的解决方案,用于为快速计算开发分析解决方案。贝叶斯近似误差模型用于补偿具有非线性边界条件的完整导热模型与具有线性边界条件的减小的导热模型之间的误差。此外,与不准确性和所有模型参数的不确定性相关的错误都是在逆分析中进行的。假设模拟瞬态通量测量从多光谱高温计可获得,并用于逆问题解决方案。 (c)2019 Elsevier Ltd.保留所有权利。

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