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Accelerated solution method for 3D phase-based cr-MREPT.

Mustafa Kaan Çan1, Yusuf Ziya Ider2

  • 1Department of Electrical and Electronics Engineering, Bilkent University, 06800 Ankara, Türkiye.

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Summary

Magnetic Resonance Electrical Properties Imaging (MREPT) using the convection-reaction equation is accelerated by dividing large 3D volumes into smaller regions. This parallelized approach significantly reduces computational time for conductivity imaging.

Keywords:
cr-MREPTmagnetic resonance electrical properties tomographyphase-based MREPT

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Area of Science:

  • Medical Imaging
  • Biophysics
  • Computational Science

Background:

  • Phase-based convection-reaction equation Magnetic Resonance Electrical Properties Imaging (cr-MREPT) is a common method for overcoming internal boundary artifacts.
  • However, cr-MREPT's computational demands limit its practicality for large 3D volumes due to increased solution times.

Purpose of the Study:

  • To accelerate the computational speed of phase-based cr-MREPT for large 3D volumes.
  • To investigate methods for reducing solution time without compromising accuracy.

Main Methods:

  • The large 3D volume was divided into smaller local regions of interest (ROIs).
  • Solutions for individual ROIs were parallelized and then combined.
  • Sensitivities of reconstructed conductivity to B1 phase data and boundary conditions were analyzed to determine optimal ROI size.

Main Results:

  • Successfully reconstructed conductivity distributions for various phantoms.
  • Achieved up to 100x acceleration in solution time using a 72-core server.
  • Demonstrated potential for further acceleration on high-performance computing systems.

Conclusions:

  • The proposed method significantly reduces computational time for phase-based cr-MREPT.
  • Enables multislice reconstruction of large phantoms, like a human head, within practical timeframes.
  • Enhances the feasibility of cr-MREPT for widespread clinical and research applications.