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High-Resolution Cortical Dipole Imaging Using Spatial Inverse Filter Based on Filtering Property

机译:基于过滤特性的空间逆滤波器的高分辨率皮质偶极成像

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摘要

Cortical dipole imaging has been developed to visualize brain electrical activity in high spatial resolution. It is necessary to solve an inverse problem to estimate the cortical dipole distribution from the scalp potentials. In the present study, the accuracy of cortical dipole imaging was improved by focusing on filtering property of the spatial inverse filter. We proposed an inverse filter that optimizes filtering property using a sigmoid function. The ability of the proposed method was compared with the traditional inverse techniques, such as Tikhonov regularization, truncated singular value decomposition (TSVD), and truncated total least squares (TTLS), in a computer simulation. The proposed method was applied to human experimental data of visual evoked potentials. As a result, the estimation accuracy was improved and the localized dipole distribution was obtained with less noise.
机译:已经开发了皮质偶极成像以在高空间分辨率下可视化脑电活动。有必要解决逆问题以估计来自头皮电位的皮质偶极分布。在本研究中,通过专注于空间逆滤波器的滤波性能来改善皮质偶极成像的精度。我们提出了一种逆滤波器,可使用SIGMOID函数优化过滤属性。将所提出的方法的能力与传统的逆技术进行比较,例如Tikhonov正则化,截断的奇异值分解(TSVD),并在计算机模拟中截断的总量最小二乘(TTL)。该方法应用于视觉诱发电位的人类实验数据。结果,提高了估计精度,并以较少的噪声获得局部偶极子分布。

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