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基于峰值聚类算法的具有优化检测效率和皮尔逊相关系数策略的差分共焦光学探头。

Differential Confocal Optical Probes with Optimized Detection Efficiency and Pearson Correlation Coefficient Strategy Based on the Peak-Clustering Algorithm.

作者信息

Wang Zhiyi, Wang Tingyu, Yang Yongqiang, Mi Xiaotao, Wang Jianli

机构信息

Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China.

College of Materials Science and Opto-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China.

出版信息

Micromachines (Basel). 2023 May 31;14(6):1163. doi: 10.3390/mi14061163.

Abstract

Quantifying free-form surfaces using differential confocal microscopy can be challenging, as it requires balancing accuracy and efficiency. When the axial scanning mechanism involves sloshing and the measured surface has a finite slope, traditional linear fitting can introduce significant errors. This study introduces a compensation strategy based on Pearson's correlation coefficient to effectively reduce measurement errors. Additionally, a fast-matching algorithm based on peak clustering was proposed to meet real-time requirements for non-contact probes. To validate the effectiveness of the compensation strategy and matching algorithm, detailed simulations and physical experiments were conducted. The results showed that for a numerical aperture of 0.4 and a depth of slope < 12°, the measurement error was <10 nm, improving the speed of the traditional algorithm system by 83.37%. Furthermore, repeatability and anti-disturbance experiments demonstrated that the proposed compensation strategy is simple, efficient, and robust. Overall, the proposed method has significant potential for application in the realization of high-speed measurements of free-form surfaces.

摘要

使用微分共焦显微镜对自由曲面进行量化可能具有挑战性,因为这需要在准确性和效率之间取得平衡。当轴向扫描机制涉及晃动且被测表面具有有限斜率时,传统的线性拟合会引入显著误差。本研究引入了一种基于皮尔逊相关系数的补偿策略,以有效减少测量误差。此外,还提出了一种基于峰值聚类的快速匹配算法,以满足非接触式探头的实时要求。为了验证补偿策略和匹配算法的有效性,进行了详细的模拟和物理实验。结果表明,对于数值孔径为0.4且斜率深度<12°的情况,测量误差<10 nm,将传统算法系统的速度提高了83.37%。此外,重复性和抗干扰实验表明,所提出的补偿策略简单、高效且稳健。总体而言,所提出的方法在实现自由曲面高速测量方面具有巨大的应用潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f53/10304892/d7800c329290/micromachines-14-01163-g001.jpg

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