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Interval analysis of steady-state heat convection-diffusion problem with uncertain-but-bounded parameters

机译:参数不确定但有界的稳态热对流扩散问题的区间分析

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摘要

In this paper, a sensitivity-based interval analysis method (SIAM) and an interval parameter perturbation method (IPPM) are proposed to estimate temperature intervals for the steady-state heat convection-diffusion problem with uncertainties in material properties, external loads and boundary conditions. Interval variables are used to characterize the uncertain parameters in the face of limited information. The first-order Taylor expansions are employed in SIAM, while IPPM introduces the surface rail generation method to approximate interval matrices and vectors. Some high-order terms of the Neumann series are retained to calculate the interval matrix inverse in IPPM. By comparing the results with traditional Monte Carlo simulations, two numerical examples are given to demonstrate the feasibility and effectiveness of the proposed approaches at predicting the uncertain temperature field.
机译:本文提出了一种基于灵敏度的区间分析方法(SIAM)和一种区间参数摄动方法(IPPM)来估计稳态热对流扩散问题的温度区间,该区间具有材料特性,外部载荷和边界条件的不确定性。面对变量信息有限时,使用区间变量来表征不确定参数。一阶泰勒展开式用于SIAM,而IPPM则引入了表面轨道生成方法来近似间隔矩阵和向量。保留Neumann级数的一些高阶项,以计算IPPM中的间隔矩阵逆。通过将结果与传统的蒙特卡洛模拟进行比较,给出了两个数值示例,以证明所提出的方法在预测不确定温度场方面的可行性和有效性。

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