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Updated: Mar 1, 2026

Quantitative Magnetic Resonance Imaging of Skeletal Muscle Disease
Published on: December 18, 2016
A comparison of optimization algorithms for localized in vivo B0 shimming
Sahar Nassirpour1,2, Paul Chang1,2, Ariane Fillmer3
1Max Planck Institute for Biological Cybernetics, Tuebingen, Germany.
A new constrained regularized algorithm (ConsTru) offers the most robust and efficient solution for localized in vivo B0 shimming. This method ensures high-quality spectra acquisition, outperforming generic solvers in magnetic resonance imaging.
Area of Science:
- Magnetic Resonance Imaging
- Biophysics
Background:
- Accurate B0 field homogeneity is crucial for high-resolution in vivo magnetic resonance spectroscopy (MRS).
- Localized B0 shimming aims to optimize magnetic field uniformity within a specific region of interest.
- Existing optimization algorithms for B0 shimming can be sensitive to initial conditions and ill-conditioned problems.
Purpose of the Study:
- To compare the performance of various B0 shimming optimization algorithms.
- To introduce and evaluate a novel constrained regularized algorithm, ConsTru, for localized in vivo B0 shimming.
Main Methods:
- Ten optimization algorithms, including least-squares solvers and the ConsTru method, were implemented.
- Algorithms were tested on 66 in vivo datasets across 7T and 9.4T scanners.
- The optimal algorithm was selected for single-voxel spectroscopy in the human frontal cortex at 9.4T.
Main Results:
- Shimming algorithms dependent on starting points or lacking regularization showed unstable solutions.
- The ConsTru algorithm demonstrated superior robustness, speed, and efficiency compared to other tested methods.
- High-quality and reproducible spectra were acquired in the frontal cortex using ConsTru at 9.4T.
Conclusions:
- Dedicated linear least-squares solvers are recommended over generic nonlinear solvers for localized in vivo B0 shimming.
- The constrained regularized method (ConsTru) is identified as a fast and highly robust linear solver for B0 shimming.
- ConsTru enables reliable and efficient B0 shimming for advanced in vivo magnetic resonance applications.
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