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PDE-constrained multispectral imaging of tissue chromophores with the equation of radiative transfer

机译:PDE约束的组织发色团的多光谱成像与辐射转移方程

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摘要

We introduce a transport-theory-based PDE-constrained multispectral model for direct imaging of the spatial distributions of chromophores concentrations in biological tissue. The method solves the forward problem (boundary radiance at each wavelength) and the inverse problem (spatial distribution of chromophores concentrations), in an all-at-once manner in the framework of a reduced Hessian sequential quadratic programming method. To illustrate the code’s performance, we present numerical and experimental studies involving tumor bearing mice. It is shown that the PDE-constrained multispectral method accelerates the reconstruction process by up to 15 times compared to unconstrained reconstruction algorithms and provides more accurate results as compared to the so-called two-step approach to multi-wavelength imaging.
机译:我们介绍了一种基于运输理论的PDE约束多光谱模型,用于对生物组织中发色团浓度的空间分布进行直接成像。该方法在简化的Hessian顺序二次规划方法的框架内一次全部解决了正向问题(每个波长的边界辐射)和反问题(发色团浓度的空间分布)。为了说明代码的性能,我们提供了涉及荷瘤小鼠的数值和实验研究。结果表明,与不受约束的重建算法相比,受PDE约束的多光谱方法将重建过程加速了多达15倍,并且与所谓的两步多波长成像方法相比,可提供更准确的结果。

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