测量不确定度
热导率
材料科学
蒙特卡罗方法
噪音(视频)
不确定度分析
热的
频域
电导
计算物理学
热力学
计算机科学
物理
数学
统计
数学分析
复合材料
凝聚态物理
模拟
图像(数学)
人工智能
作者
Jia Yang,Elbara Ziade,Aaron J. Schmidt
摘要
We derive a generally applicable formula to calculate the precision of multi-parameter measurements that apply least squares algorithms. This formula, which accounts for experimental noise and uncertainty in the controlled model parameters, is then used to analyze the uncertainty of thermal property measurements with pump-probe thermoreflectance techniques. We compare the uncertainty of time domain thermoreflectance and frequency domain thermoreflectance (FDTR) when measuring bulk materials and thin films, considering simultaneous measurements of various combinations of thermal properties, including thermal conductivity, heat capacity, and thermal boundary conductance. We validate the uncertainty analysis using Monte Carlo simulations on data from FDTR measurements of an 80 nm gold film on fused silica.
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