倾斜波干涉测量虚拟实验设计

G. Scholz, I. Fortmeier, M. Marschall, M. Stavridis, M. Schulz, C. Elster
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引用次数: 2

摘要

倾斜波干涉仪(TWI)是一种最新的、有前途的光学测量技术,用于测量非球面和自由曲面,它结合了复杂的实验装置和复杂的数据分析算法。然而,有许多参数会影响其性能,在将TWI作为测量标准之前,需要对TWI的行为有更多的了解。虚拟实验是实现这一目的的合适工具,在本文中,我们提出了TWI的数字孪生,这是为此类实验精心设计的。昂贵的数值计算和多个影响参数的存在限制了可行的虚拟实验的数量,这给研究人员带来了挑战。实验设计是一种统计技术,它允许对虚拟实验进行规划,以使信息增益最大化。我们将实验设计应用于虚拟TWI实验,目的是确定不确定性的主要来源。这里给出了这项工作的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Experimental Design for Virtual Experiments in Tilted-Wave Interferometry
The tilted-wave interferometer (TWI) is a recent and promising technique for optically measuring aspheres and freeform surfaces and combines an elaborate experimental setup with sophisticated data analysis algorithms. There are, however, many parameters that influence its performance, and greater knowledge about the behavior of the TWI is needed before it can be established as a measurement standard. Virtual experiments are an appropriate tool for this purpose, and in this paper we present a digital twin of the TWI that was carefully designed for such experiments. The expensive numerical calculations involved combined with the existence of multiple influencing parameters limit the number of virtual experiments that are feasible, which poses a challenge to researchers. Experimental design is a statistical technique that allows virtual experiments to be planned such as to maximize information gain. We applied experimental design to virtual TWI experiments with the goal of identifying the main sources of uncertainty. The results from this work are presented here.
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