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The Nonlinear Variation Regularization Algorithm for the Magnetic Resonance Electrical Impedance Tomography

机译:磁共振电阻抗层析成像的非线性变化正则化算法

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摘要

The nonlinear variation regularization algorithm (NVRA) is an effective method to enhance the contrast and robustness of the reconstruction in medical imaging. In order to improve the reconstruction quality the variation regularization is introduced to the nonlinear algorithm based on one component of the magnetic flux density by injecting one current. Firstly, we propose a novel algorithm for magnetic resonance electrical impedance tomography (MREIT) using NVRA, and clarify the implementation of this algorithm. Secondly, we analyze the performance of the proposed nonlinear algorithm and the linear sensitivity method with noisy data in the phantom models. Finally, in the case of 0.36 T low field intensity magnetic resonance scanner, we present the method for reducing the electrode model error, and evaluate the performance of two reconstruction algorithms in the agar gel model. The results indicate that the NVRA is able to improve the reconstruction quality with sharp contrast and more robust to noise in comparison to the sensitivity method. In addition, this study shows that with just one current injection and one component of the magnetic flux density we can obtain a high quality imaging, which promotes the MREIT in clinical application.
机译:非线性变化正则化算法(NVRA)是增强医学成像重建的对比度和鲁棒性的有效方法。为了提高重建质量,通过注入一个电流,基于磁通量密度的一个分量,将变化正则化引入非线性算法。首先,我们提出了一种使用NVRA的磁共振电阻抗断层成像(MREIT)的新算法,并阐明了该算法的实现。其次,我们在模型模型中分析了带有噪声数据的非线性算法和线性灵敏度方法的性能。最后,在0.36 T低场强度磁共振扫描仪的情况下,我们提出了减少电极模型误差的方法,并评估了两种重建算法在琼脂凝胶模型中的性能。结果表明,与灵敏度方法相比,NVRA能够以鲜明的对比度提高重建质量,并且对噪声更加鲁棒。此外,这项研究表明,只需注入一次电流和磁通密度的一种成分,我们就可以获得高质量的成像,从而促进了MREIT在临床中的应用。

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