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基于虚拟观察点的比吸收率计算复杂度与通道数关系的研究

An investigation into the dependence of virtual observation point-based specific absorption rate calculation complexity on number of channels.

机构信息

Medical Physics in Radiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.

Erwin L. Hahn Institute for MRI, University Duisburg-Essen, Essen, Germany.

出版信息

Magn Reson Med. 2023 Jan;89(1):469-476. doi: 10.1002/mrm.29434. Epub 2022 Sep 11.

Abstract

PURPOSE

This study aims to find a relation between the number of channels and the computational burden for specific absorption rate (SAR) calculation using virtual observation point-based SAR compression.

METHODS

Eleven different arrays of rectangular loops covering a cylinder of fixed size around the head of an anatomically correct voxel model were simulated. The resulting Q-matrices were compressed with 2 different compression algorithms, with the overestimation fixed to a certain fraction of worst-case SAR, median SAR, or minimum SAR. The latter 2 were calculated from 1e6 normalized random excitation vectors.

RESULTS

The number of virtual observation points increased with the number of channels to the power of 2.3-3.7, depending on the compression algorithm when holding the relative error fixed. Together with the increase in the size of the Q-matrices (and therefore the size of the virtual observation points), the total increase in computational burden with the number of channels was to the power of 4.3-5.7.

CONCLUSION

The computational cost emphasizes the need to use the best possible compression algorithms when moving to high channel counts.

摘要

目的

本研究旨在通过基于虚拟观察点的 SAR 压缩,寻找特定吸收率 (SAR) 计算中通道数量与计算负担之间的关系。

方法

模拟了覆盖头部周围固定大小圆柱的 11 种不同的矩形环阵列。使用 2 种不同的压缩算法对生成的 Q 矩阵进行压缩,将高估固定为最坏情况 SAR、中位数 SAR 或最小 SAR 的一定分数。后两者是从 1e6 个归一化随机激励向量计算得出的。

结果

当保持相对误差固定时,虚拟观察点的数量随通道数量的增加而增加,幂为 2.3-3.7,这取决于压缩算法。随着 Q 矩阵大小(因此虚拟观察点的大小)的增加,计算负担随通道数量的增加呈幂次为 4.3-5.7 的增加。

结论

计算成本强调在向高通道计数移动时需要使用尽可能好的压缩算法。

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