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基于核方法的单球体系穆勒矩阵建模

Single Sphere Muller Matrice Models Based on Kernel Methods

中文摘要英文摘要

偏振光检测方法是皮肤、心血管和癌症等早期检测的重要方法之一。了解偏振光在散射介质中的传播行为可以有效解释偏振光成像结果和发展新的偏振成像方法。因为生物组织的微观结构十分复杂,所以尚未有成熟的解析理论公式的描述。本文不再局限于光学理论的因果性,而是集中在各个变量之间的相关性上。从相关系数入手探究穆勒图像与散射介质物理参数之间的联系。在本文中,借助蒙特卡罗模拟程序,使用核方法对单球体系做回归分析。对比线性主元回归和线性偏最小二乘法的结果,核方法的预测精度较高。

Polarization imaging techniques have becoming a valid method for skin, cardiovascular system and early cancer diagnosis. Understanding the propagation and interaction of polarized light in biological tissues is conductive to explaining the polarization muller images and developing new polarization imaging techniques. However, the biological tissue is so complicated that none valid analytic formulas are extracted. This paper concentrates on the correlation between muller matrices and physical parameters of scattering media, rather than the causality based on optical theory. In this paper, based on the Monte-Carlo program, kernel method has been used to analysize the single-sphere scattering system. Compare with linear principle components regression and partial least squares regression, kernel methods have better prediction performance.

钱翔、彭诚、荣繁壮

生物科学现状、生物科学发展生物科学研究方法、生物科学研究技术生物物理学

生物医学工程单球散射体系穆勒矩阵核方法

biomedical engineeringsingle-sphere scattering systemMuller Matriceskernel method

钱翔,彭诚,荣繁壮.基于核方法的单球体系穆勒矩阵建模[EB/OL].(2015-06-03)[2025-08-11].http://www.paper.edu.cn/releasepaper/content/201506-52.点此复制

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