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Application of maximum likelihood estimator in nano-scale optical path length measurement using spectral-domain optical coherence phase microscopy

机译:最大似然估计器在光谱域光学相干相显微镜测量纳米级光程中的应用

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摘要

Spectral-domain optical coherence phase microscopy (SD-OCPM) measures minute phase changes in transparent biological specimens using a common path interferometer and a spectrometer based optical coherence tomography system. The Fourier transform of the acquired interference spectrum in spectral-domain optical coherence tomography (SD-OCT) is complex and the phase is affected by contributions from inherent random noise. To reduce this phase noise, knowledge of the probability density function (PDF) of data becomes essential. In the present work, the intensity and phase PDFs of the complex interference signal are theoretically derived and the optical path length (OPL) PDF is experimentally validated. The full knowledge of the PDFs is exploited for optimal estimation (Maximum Likelihood estimation) of the intensity, phase, and signal-to-noise ratio (SNR) in SD-OCPM. Maximum likelihood (ML) estimates of the intensity, SNR, and OPL images are presented for two different scan modes using Bovine Pulmonary Artery Endothelial (BPAE) cells. To investigate the phase accuracy of SD-OCPM, we experimentally calculate and compare the cumulative distribution functions (CDFs) of the OPL standard deviation and the square root of the Cramér-Rao lower bound (1/2SNR) over 100 BPAE images for two different scan modes. The correction to the OPL measurement by applying ML estimation to SD-OCPM for BPAE cells is demonstrated.
机译:光谱域光学相干相位显微镜(SD-OCPM)使用公共路径干涉仪和基于光谱仪的光学相干断层扫描系统测量透明生物样品中的微小相变。光谱域光学相干断层扫描(SD-OCT)中获取的干扰谱的傅立叶变换很复杂,并且相位受固有随机噪声的影响。为了减少这种相位噪声,了解数据的概率密度函数(PDF)变得至关重要。在目前的工作中,理论上推导了复杂干涉信号的强度和相位PDF,并通过实验验证了光路长度(OPL)PDF。利用PDF的全部知识来对SD-OCPM中的强度,相位和信噪比(SNR)进行最佳估计(最大似然估计)。使用牛肺动脉内皮(BPAE)细胞针对两种不同的扫描模式显示了强度,SNR和OPL图像的最大似然(ML)估计。为了研究SD-OCPM的相位精度,我们通过实验计算并比较了OPL标准偏差的累积分布函数(CDF)和Cramér-Rao下界的平方根 1 / 2 SNR 超过100种BPAE图像,用于两种不同的扫描模式。说明了通过将ML估计应用于BPAE细胞的SD-OCPM对OPL测量进行的校正。

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