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Abstract #3575

Temporal Low-Rank based k-space Sampling Pattern Optimization for MR Fingerprinting

Felix Horger1,2, Sarah McElroy1,2,3, Joseph Hajnal1,2,4, and Shaihan Malik1,2,4
1School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom, 2London Collaborative Ultra high field System, London, United Kingdom, 3MR Research Collaborations, Siemens Healthcare Limited, Camberley, United Kingdom, 4Centre for the Developing Brain, London, United Kingdom

Synopsis

Keywords: MR Fingerprinting, MR Fingerprinting

Motivation: MRF can estimate tissue parameters with high efficiency, requiring optimization of sequence parameters alongside k-space sampling patterns. A comprehensive optimization framework was not established yet.

Goal(s): Develop a framework for optimizing k-space sampling and understanding reconstruction errors for MRF using temporal low-rank reconstruction.

Approach: We quantify MRF performance with the condition number of temporal low-rank system matrices and show suitability in simulation and phantom experiments.

Results: We derive optimality-criteria for schedule and sampling, and provide an algorithm for sampling optimization. We demonstrate that systematic deviations from the signal model are a major source of errors in MRF, and address these with center-weighted sampling.

Impact: Our results are relevant for researchers interested in the fundamental understanding of MR Fingerprinting. Our theory helps designing MRF sequences, guiding future aspirations to jointly optimize sampling and flip-angle schedule, and identifying significant sources of errors in existing implementations.

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Keywords