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使用数值校准数据集通过维纳估计去噪拉曼光谱。

Denoising Raman spectra by Wiener estimation with a numerical calibration dataset.

作者信息

Bai Yanru, Liu Quan

机构信息

School of Chemical and Biomedical Engineering, Nanyang Technological University, Singapore.

出版信息

Biomed Opt Express. 2019 Dec 10;11(1):200-214. doi: 10.1364/BOE.11.000200. eCollection 2020 Jan 1.

Abstract

Most denoising methods that are currently used in the processing of Raman spectra require significant user interaction in order to optimize their performance across a range of signal-to-noise ratios. In this study, we proposed a method based on the principle of spectral integration followed by Wiener estimation using a numerical calibration dataset, which eliminates the need of experimental measurements for calibration as in the previous Wiener estimation based denoising method. The new method was tested on three types of samples, including a phantom sample, human fingernail and leukemia cells. Compared to two common denoising methods, i.e. moving-average filtering and Savitzky-Golay filtering, the performance of the proposed method is significantly less sensitive to the choices of parameters. Moreover, this method provides comparable or even better denoising performance in the cases with low signal-to-noise ratios.

摘要

目前用于拉曼光谱处理的大多数去噪方法都需要大量用户交互,以便在一系列信噪比范围内优化其性能。在本研究中,我们提出了一种基于光谱积分原理,随后使用数值校准数据集进行维纳估计的方法,该方法无需像以前基于维纳估计的去噪方法那样进行实验测量来进行校准。该新方法在三种类型的样品上进行了测试,包括模拟样品、人类指甲和白血病细胞。与两种常见的去噪方法,即移动平均滤波和Savitzky-Golay滤波相比,所提方法的性能对参数选择的敏感性显著降低。此外,在低信噪比情况下,该方法具有相当甚至更好的去噪性能。

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