MR-zero meets FLASH -- Controlling the transient signal decay in gradient- and rf-spoiled gradient echo sequences

TL;DR

This paper introduces MR-zero, a differentiable optimization framework that fine-tunes RF flip angles and phases in FLASH MRI sequences to control transient signal decay, reducing artifacts and improving image quality.

Contribution

The study presents a novel end-to-end optimization method for RF parameters in FLASH MRI, achieving near-ideal signal behavior and outperforming conventional methods.

Findings

Optimized RF parameters closely match the ideal Look-Locker decay.

Joint adjustment of flip angles and phases yields best results.

Enhanced image quality and phase stability in MRI scans.

Abstract

Abstract Purpose The complex signal decay during the transient FLASH MRI readout can lead to artifacts in magnitude and phase images. We show that target-driven optimization of individual rf flip angles and phases can realize near-ideal signal behavior and mitigate artifacts. Methods The differentiable end-to-end optimization framework MR-zero is used to optimize rf trains of the FLASH sequence. We focus herein on minimizing deviations from the ideally spoiled signal by using a mono-exponential Look-Locker target. We first obtain the transient FLASH signal decay substructure, and then minimize the deviation to the Look-Locker decay by optimizing the individual (i) flip angles, (ii) rf phases and (iii) flip angles and rf phases. Comparison between measurement and simulation are performed using Pulseq in 1D and 2D. Results We could reproduce the complex substructure of the transient FLASH signal decay. All three optimization objectives can bring the real FLASH signal closer to the ideal case, with best results when both flip angles and rf phases are adjusted jointly. This solution outperformed all tested conventional quadratic rf cyclings in terms of (i) matching the Look-Locker target signal, (ii) phase stability, (iii) PSF ideality, (iv) robustness against parameter changes, and (v) magnitude and phase image quality. Other target functions for the signal could as well be realized, yet, their response is not as general as for the Look-Locker target and need to be optimized for a specific context. Conclusion Individual flip angle and rf phase optimization improves the transient signal decay of FLASH MRI sequences.