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Analysis of the MEG source localization method combining signal space separation and magnetic field tomography

机译:结合信号空间分离和磁场层析成像的MEG源定位方法分析

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Magnetic Field Tomography (MFT) is a MEG localization method which requires least inappropriate assumptions but most computational load. To reduce the massive computational load of MFT, the combination method of MFT with Signal Space Separation (SSS) was proposed in our previous work. In this paper, the localization ability of the combination of MFT and SSS (MFT+SSS) is evaluated more precisely. Simple Numerical simulations revealed the improvement of the localization of MFT+SSS. Besides that, weighted Tikhonov regularization for the ill-posed SSS inversion is proposed. This regularization method establishes a remarkable robustness against the measurement noise.
机译:磁场层析成像(MFT)是一种MEG定位方法,它要求的假设不那么少,但计算量却最多。为了减轻MFT的庞大计算量,我们在先前的工作中提出了MFT与信号空间分离(SSS)的组合方法。在本文中,对MFT和SSS组合(MFT + SSS)的定位能力进行了更精确的评估。简单的数值模拟揭示了MFT + SSS定位的改进。除此之外,提出了针对不适定SSS反演的加权Tikhonov正则化方法。这种正则化方法建立了针对测量噪声的强大鲁棒性。

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