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Advances in sensitivity encoding with arbitrary <i>k</i>‐space trajectories

Magnetic Resonance in Medicine · 2001 · Vol. 46(4) · pp. 638–651
Klaas P. PruessmannMarkus WeigerPeter BörnertPeter Boesiger

Abstract

New, efficient reconstruction procedures are proposed for sensitivity encoding (SENSE) with arbitrary k-space trajectories. The presented methods combine gridding principles with so-called conjugate-gradient iteration. In this fashion, the bulk of the work of reconstruction can be performed by fast Fourier transform (FFT), reducing the complexity of data processing to the same order of magnitude as in conventional gridding reconstruction. Using the proposed method, SENSE becomes practical with nonstandard k-space trajectories, enabling considerable scan time reduction with respect to mere gradient encoding. This is illustrated by imaging simulations with spiral, radial, and random k-space patterns. Simulations were also used for investigating the convergence behavior of the proposed algorithm and its dependence on the factor by which gradient encoding is reduced. The in vivo feasibility of non-Cartesian SENSE imaging with iterative reconstruction is demonstrated by examples of brain and cardiac imaging using spiral trajectories. In brain imaging with six receiver coils, the number of spiral interleaves was reduced by factors ranging from 2 to 6. In cardiac real-time imaging with four coils, spiral SENSE permitted reducing the scan time per image from 112 ms to 56 ms, thus doubling the frame-rate.

Advanced MRI Techniques and ApplicationsMedical Imaging Techniques and ApplicationsAtomic and Subatomic Physics ResearchSpiral (railway)Conjugate gradient methodAlgorithmEncoding (memory)Sensitivity (control systems)Computer scienceFast Fourier transformConvergence (economics)Iterative reconstructionReduction (mathematics)

MeSH terms

BrainHeartHumansMagnetic Resonance ImagingMathematicsSensitivity and Specificity
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1,205
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References
The NMR phased array
Magnetic Resonance in Medicine · 1990 · 2,285 citations
Fast Spiral Coronary Artery Imaging
Magnetic Resonance in Medicine · 1992 · 883 citations
SENSE: Sensitivity encoding for fast MRI
Magnetic Resonance in Medicine · 1999 · 6,058 citations
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