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Model-based optimal design of a magnetic nanoparticle tomographic imaging setup

机译:磁性纳米粒子断层成像装置基于模型的最佳设计

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Magnetic nanoparticles (MNP) have promising applications in biomedicine for therapeutic and diagnostic purposes. To optimally alleviate their possibilities in the human body, non-invasive imaging is required to obtain knowledge on their spatial distribution. In this paper a model is developed that allows to optimize a setup for tomographic imaging of MNPs in order to improve their spatial reconstructions, without the need of extensive calibration measurements. The advantage of this model is that setup design parameters can be taken into account and their impact on the stability and accuracy of the reconstruction can be estimated a priori. Additionally, sources of imaging errors, such as misplaced sensors, can be assessed. Finally, an existing particle imager is optimized so as to improve its imaging capabilities using numerical constrained optimization tools. At realistic noise conditions, an increase in reconstruction quality from 20% to 90% is observed after optimization of the standard setup.
机译:磁性纳米颗粒(MNP)在用于治疗和诊断目的的生物医学中具有广阔的应用前景。为了最佳地减轻它们在人体中的可能性,需要非侵入性成像以获得关于其空间分布的知识。在本文中,开发了一个模型,该模型可以优化MNP的层析成像设置,以改善其空间重构,而无需进行大量的校准测量。该模型的优点是可以考虑设置设计参数,并且可以事先估计它们对重建的稳定性和准确性的影响。此外,可以评估成像错误的来源,例如传感器放置错误。最后,对现有的粒子成像仪进行优化,以使用数值受限的优化工具提高其成像能力。在实际的噪声条件下,优化标准设置后,可以观察到重建质量从20%提高到90%。

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