The aim of this paper is to provide a solid mathematical discussion of the inverse problem in Magnetorelaxometry Imaging (MRXI), a currently developed technique for quantitative biomedical imaging using magnetic nanoparticles. We provide a detailed discussion of the mathematical modeling of the forward problems including possible ways to activate and measure, leading to a severely ill-posed linear inverse problem. Moreover, we formulate an idealized version of the inverse problem for infinitesimal small activation coils, which allows for a more detailed analysis of uniqueness issues. We propose a variational regularization approach to compute stable approximations of the solution and discuss its discretization and numerical solution. Results on synthetic are presented and improvements to methods used previously in practice are demonstrated. Finally we give an outlook to further questions and in particular experimental design.
翻译:本文的目的是对目前开发的利用磁纳米粒子进行生物医学定量成像的技术,即磁性亚成像(MRXI)的反问题进行坚实的数学讨论,我们详细讨论前期问题的数学模型,包括可能的激活和计量方法,从而导致一个严重不良的线性反问题。此外,我们为极小的微活化圆圈设计了一个理想化的反问题版本,以便更详细地分析独特性问题。我们提出了一种变式的正规化方法,以计算解决办法的稳定近似,并讨论其离散性和数字解决办法。我们介绍了合成结果,并展示了以往实际使用的方法的改进情况。最后,我们提出了进一步的问题,特别是实验性设计。