MR sequence design to account for nonideal gradient performance.

IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Daniel J West, Felix Glang, Jonathan Endres, David Leitão, Moritz Zaiss, Joseph V Hajnal, Shaihan J Malik
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引用次数: 0

Abstract

Purpose: MRI systems are traditionally engineered to produce close to idealized performance, enabling a simplified pulse sequence design philosophy. An example of this is control of eddy currents produced by gradient fields; usually these are compensated by pre-emphasizing demanded waveforms. This process typically happens invisibly to the pulse sequence designer, allowing them to assume achieved gradient waveforms will be as desired. Although convenient, this requires system specifications exposed to the end user to be substantially down-rated, as pre-emphasis adds an extra overhead to the waveforms. This strategy is undesirable for lower performance or resource-limited hardware. Instead, we propose an optimization-based method to design precompensated gradient waveforms that (i) explicitly respect hardware constraints and (ii) improve imaging performance by correcting k-space samples directly.

Methods: Gradient waveforms are numerically optimized by including a model for system imperfections. This is investigated in simulation using an exponential eddy current model, then experimentally using an empirical gradient system transfer function on a 7T MRI system.

Results: Our proposed method discovers solutions that produce negligible reconstruction errors while satisfying gradient system limits, even when classic pre-emphasis produces infeasible results. Substantial reduction in ghosting artifacts from echo-planar imaging was observed, including an average reduction of 77% in ghost amplitude in phantoms.

Conclusions: This work demonstrates numerical optimization of gradient waveforms, yielding substantially improved image quality when given a model for system imperfections. Although the method as implemented has limited flexibility, it could enable more efficient hardware use and may prove particularly important for maximizing performance of lower-cost systems.

考虑非理想梯度性能的MR序列设计。
目的:MRI系统传统上被设计为产生接近理想的性能,实现简化的脉冲序列设计理念。这方面的一个例子是控制由梯度场产生的涡流;通常通过预先强调所需波形来补偿这些误差。这个过程通常发生在不可见的脉冲序列设计师,允许他们假设实现梯度波形将如期望的。虽然方便,但这需要对最终用户公开的系统规格进行大幅降低,因为预强调会增加波形的额外开销。这种策略不适用于性能较低或资源有限的硬件。相反,我们提出了一种基于优化的方法来设计预先补偿的梯度波形,该波形(i)明确尊重硬件约束,(ii)通过直接校正k空间样本来提高成像性能。方法:梯度波形的数值优化,包括一个模型的系统缺陷。在模拟中使用指数涡流模型进行研究,然后在7T MRI系统上使用经验梯度系统传递函数进行实验。结果:我们提出的方法发现了在满足梯度系统限制的情况下产生可忽略不计的重构误差的解,即使经典的预强调产生了不可行的结果。从回波平面成像中观察到大量的鬼影伪影减少,包括在幻影中鬼影幅度平均减少77%。结论:这项工作证明了梯度波形的数值优化,当给定系统缺陷模型时,产生了显著改善的图像质量。虽然实现的方法具有有限的灵活性,但它可以实现更有效的硬件使用,并且可能证明对低成本系统的性能最大化特别重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.70
自引率
24.20%
发文量
376
审稿时长
2-4 weeks
期刊介绍: Magnetic Resonance in Medicine (Magn Reson Med) is an international journal devoted to the publication of original investigations concerned with all aspects of the development and use of nuclear magnetic resonance and electron paramagnetic resonance techniques for medical applications. Reports of original investigations in the areas of mathematics, computing, engineering, physics, biophysics, chemistry, biochemistry, and physiology directly relevant to magnetic resonance will be accepted, as well as methodology-oriented clinical studies.
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