首页> 外文会议>Conference on Imaging, Manipulation, and Analysis of Biomolecules, Cell, and Tissues; 20080121-23; San Jose,CA(US) >Frequency-domain inverse Monte Carlo simulation for the diagnosis of the early cervical cancer based on NIR diffuse measurement
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Frequency-domain inverse Monte Carlo simulation for the diagnosis of the early cervical cancer based on NIR diffuse measurement

机译:基于近红外漫射测量的早期宫颈癌诊断的频域逆蒙特卡罗模拟

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This article aims at the optical parameter reconstruction technology for the frequency- domain measurement of near-infrared diffused light. For mimicking the cervix, a cylindrical model with hole in the middle is used in the simulation and experiments. Concerning the structure of the cervix, Monte-Carlo simulation is adopted for describing the photon migration in tissue and Perturbation Monte-Carlo is used for the reconstruction of the optical properties of cervix. The difficulties in the reconstruction of cervical optical properties with frequency domain measurement are the description of the tissue boundary, expression of the frequency-domain signal, and development of rapid reconstruction method for clinical use. To get the frequency domain signal in Monte Carlos simulation, discrete Fourier transformation of the photon migration history in time-domain is employed. By combining the perturbation Monte-Carlo simulation and the LM optimization technology, a rapid reconstruction algorithm is constructed, by which only one Monte-Carlo simulation is needed. The reconstruction method is validated by simulation and experiments on solid phantom. Simulation results show that the inaccuracy in reconstruction of absorption coefficient is less than 3% for a certain range of optical properties. The algorithm is also proved to be robust to the initial guess of optical properties and noise. Experimental results showed that the absorption coefficient can be reconstructed with inaccuracy of less than 10%. The absorption coefficient reconstruction for one set of measurement data can be fulfilled within one minute.
机译:本文旨在针对近红外漫射光的频域测量采用光学参数重建技术。为了模拟子宫颈,在模拟和实验中使用了中间带有孔的圆柱模型。关于子宫颈的结构,采用蒙特卡洛模拟法描述组织中的光子迁移,采用摄动蒙特卡洛法重建子宫颈的光学特性。频域测量重建宫颈光学特性的困难在于组织边界的描述,频域信号的表达以及临床快速重建方法的发展。为了在蒙特卡洛斯模拟中获得频域信号,采用了时域中光子迁移历史的离散傅里叶变换。通过将摄动蒙特卡洛模拟和LM优化技术相结合,构造了一种快速重建算法,仅需一个蒙特卡洛模拟即可。通过对实体模型的仿真和实验验证了该重建方法的有效性。仿真结果表明,在一定光学性能范围内,吸收系数的重建误差小于3%。还证明了该算法对于光学特性和噪声的初始猜测是鲁棒的。实验结果表明,可以重建吸收系数,误差小于10%。可以在一分钟之内完成一组测量数据的吸收系数重建。

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