论文标题

3000像素过渡边缘传感器X射线光谱仪的设计微电路断层扫描仪

Design of a 3000-pixel transition-edge sensor x-ray spectrometer for microcircuit tomography

论文作者

Szypryt, Paul, Bennett, Douglas A., Boone, William J., Dagel, Amber L., Dalton, Gabriella, Doriese, W. Bertrand, Fowler, Joseph W., Garboczi, Edward J., Gard, Johnathon D., Hilton, Gene C., Imrek, Jozsef, Jimenez, Edward S., Kotsubo, Vincent Y., Larson, Kurt, Levine, Zachary H., Mates, John A. B., McArthur, Daniel, Morgan, Kelsey M., Nakamura, Nathan, O'Neil, Galen C., Ortiz, Nathan J., Pappas, Christine G., Reintsema, Carl D., Schmidt, Daniel R., Swetz, Daniel S., Thompson, Kyle R., Ullom, Joel N., Walker, Christopher, Weber, Joel C., Wessels, Abigail L., Wheeler, Jason W.

论文摘要

储层计算是预测湍流的有力工具,其简单的架构具有处理大型系统的计算效率。然而,其实现通常需要完整的状态向量测量和系统非线性知识。我们使用非线性投影函数将系统测量扩展到高维空间,然后将其输入到储层中以获得预测。我们展示了这种储层计算网络在时空混沌系统上的应用,该系统模拟了湍流的若干特征。我们表明,使用径向基函数作为非线性投影器,即使只有部分观测并且不知道控制方程,也能稳健地捕捉复杂的系统非线性。最后,我们表明,当测量稀疏、不完整且带有噪声,甚至控制方程变得不准确时,我们的网络仍然可以产生相当准确的预测,从而为实际湍流系统的无模型预测铺平了道路。

Feature sizes in integrated circuits have decreased substantially over time, and it has become increasingly difficult to three-dimensionally image these complex circuits after fabrication. This can be important for process development, defect analysis, and detection of unexpected structures in externally sourced chips, among other applications. Here, we report on a non-destructive, tabletop approach that addresses this imaging problem through x-ray tomography, which we uniquely realize with an instrument that combines a scanning electron microscope (SEM) with a transition-edge sensor (TES) x-ray spectrometer. Our approach uses the highly focused SEM electron beam to generate a small x-ray generation region in a carefully designed target layer that is placed over the sample being tested. With the high collection efficiency and resolving power of a TES spectrometer, we can isolate x-rays generated in the target from background and trace their paths through regions of interest in the sample layers, providing information about the various materials along the x-ray paths through their attenuation functions. We have recently demonstrated our approach using a 240 Mo/Cu bilayer TES prototype instrument on a simplified test sample containing features with sizes of $\sim$1 $μ$m. Currently, we are designing and building a 3000 Mo/Au bilayer TES spectrometer upgrade, which is expected to improve the imaging speed by factor of up to 60 through a combination of increased detector number and detector speed.

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