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用于改进磁性纳米颗粒重建的一维电子顺磁共振稳健性评估。

Robustness assessment of 1-d electron paramagnetic resonance for improved magnetic nanoparticle reconstructions.

作者信息

Coene Annelies, Crevecoeur Guillaume, Dupre Luc

出版信息

IEEE Trans Biomed Eng. 2015 Jun;62(6):1635-43. doi: 10.1109/TBME.2015.2399654. Epub 2015 Feb 3.

Abstract

Electron paramagnetic resonance (EPR) is a sensitive measurement technique which can be used to recover the 1-D spatial distribution of magnetic nanoparticles (MNP) noninvasively. This can be achieved by solving an inverse problem that requires a numerical model for interpreting the EPR measurement data. This paper assesses the robustness of this technique by including different types of errors such as setup errors, measurement errors, and sample positioning errors in the numerical model. The impact of each error is estimated for different spatial MNP distributions. Additionally, our error models are validated by comparing the simulated impact of errors to the impact on lab EPR measurements. Furthermore, we improve the solution of the inverse problem by introducing a combination of truncated singular value decomposition and nonnegative least squares. This combination enables to recover both smooth and discontinuous MNP distributions. From this analysis, conclusions are drawn to improve MNP reconstructions with EPR and to state requirements for using EPR as a 2-D and 3-D imaging technique for MNP.

摘要

电子顺磁共振(EPR)是一种灵敏的测量技术,可用于无创地恢复磁性纳米颗粒(MNP)的一维空间分布。这可以通过解决一个逆问题来实现,该逆问题需要一个数值模型来解释EPR测量数据。本文通过在数值模型中纳入不同类型的误差,如设置误差、测量误差和样品定位误差,来评估该技术的稳健性。针对不同的空间MNP分布,估计了每种误差的影响。此外,通过将误差的模拟影响与对实验室EPR测量的影响进行比较,验证了我们的误差模型。此外,我们通过引入截断奇异值分解和非负最小二乘法的组合来改进逆问题的解决方案。这种组合能够恢复平滑和不连续的MNP分布。通过该分析,得出了改进EPR对MNP的重建的结论,并阐述了将EPR用作MNP的二维和三维成像技术的要求。

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