微通道
机械
网格
下降(电信)
表面张力
流量(数学)
职位(财务)
振荡(细胞信号)
牛顿流体
高斯分布
高保真
统计物理学
计算机科学
物理
热力学
数学
化学
声学
几何学
经济
电信
量子力学
生物化学
财务
作者
Ali Lafzi,Sadegh Dabiri
摘要
The dynamics of a droplet in oscillatory and pulsating flows of a Newtonian fluid in a microchannel has been studied numerically. The effects of oscillation frequency, surface tension, and channel flow rate have been explored by simulating the drop within a microchannel. These types of flows introduce new equilibrium positions for the drop compared to steady flows with similar conditions. The simulation results are very sensitive to the grid resolution due to the unsteady behavior of the base flow. Therefore, a set of fine grids have been used in this study to capture the physics of this problem more accurately. However, these fine grids make the computations significantly expensive. Therefore, a multifidelity Gaussian processes method with two levels of fidelity has been used to predict the results of the remaining fine-grid simulations along with their uncertainties based on their correlations with those of the coarse-grid cases over a wide range of input parameters.
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