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通过时间分辨单距离测量实现扩展卡尔曼滤波器以确定混浊分层介质的光学和几何特性。

Implementation of the extended Kalman filter for determining the optical and geometrical properties of turbid layered media by time-resolved single distance measurements.

作者信息

Baez Guido R, García Héctor, Grosenick Dirk, Wabnitz Heidrun

机构信息

Centro de Investigaciones en Física e Ingeniería del Centro de la Provincia de Buenos Aires (CIFICEN, UNCPBA - CICPBA - CONICET) Pinto 399, B7000GHG - Tandil, Buenos Aires, Argentina.

PLADEMA, FCEx - UNCPBA, Pinto 399, B7000GHG - Tandil, Buenos Aires, Argentina.

出版信息

Biomed Opt Express. 2019 Dec 13;11(1):251-266. doi: 10.1364/BOE.11.000251. eCollection 2020 Jan 1.

Abstract

In this article we propose an implementation of the extended Kalman filter (EKF) for the retrieval of optical and geometrical properties in two-layered turbid media assuming a dynamic setting, where absorption of each layer was changed in different steps. Prior works implemented the EKF in frequency-domain with several pairs of light sources and detectors and for static parameters estimation problems. Here we explore the use of the EKF in single distance, time-domain measurements, together with a corresponding forward model. Results show good agreement between retrieved and nominal values, with rather narrow analytical credibility intervals, indicating that the recovery process has low uncertainty, especially for the absorption coefficients.

摘要

在本文中,我们提出了一种扩展卡尔曼滤波器(EKF)的实现方法,用于在动态设置下的两层浑浊介质中光学和几何特性的反演,其中每层的吸收在不同步骤中发生变化。先前的工作在频域中使用几对光源和探测器实现了EKF,用于静态参数估计问题。在这里,我们探索了EKF在单距离、时域测量中的应用,并结合了相应的正向模型。结果表明,反演值与标称值之间具有良好的一致性,分析可信度区间相当窄,这表明恢复过程的不确定性较低,尤其是对于吸收系数。

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