Stable identification of sources located on the cerebral cortex from EEG over the scalp

IF 1.2 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY Revista Mexicana De Fisica Pub Date : 2023-09-01 DOI:10.31349/revmexfis.69.050702
José Ángel Arias Cruz, M. M. Morín Castillo, J. O. Oliveros Oliveros, José Eligio Moisés Gutiérrez Arias
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Abstract

In this work, we present a stable algorithm for the inverse problem of identifying cortical sources from electroencephalographic measurements on the scalp. This inverse problem is ill-posed due to the numerical instability it presents, i.e., small changes in the measurements can produce large variations in the location of the sources. A boundary value problem is used to find correlations between the sources and measurements. In the case in which the head is modeled using two concentric spheres. We use spherical harmonics to find the solution to the inverse source cortical problem. To handle the numerical instability of this problem, we use the Tikhonov regularization method and a cut-off of the harmonic expansion series. From numerical tests, we found these parameters with which we get good approximations. Finally, we illustrate the algorithm proposed with synthetic examples
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通过头皮上的脑电图稳定地识别位于大脑皮层上的源
在这项工作中,我们提出了一种稳定的算法,用于从头皮上的脑电图测量中识别皮层源的反问题。这个反问题是不适定的,因为它所呈现的数值不稳定性,即测量值的微小变化会导致源位置的大变化。边值问题用于发现源和测量值之间的相关性。在这种情况下,头部是用两个同心球体来建模的。我们用球面谐波来求逆源皮质问题的解。为了处理这一问题的数值不稳定性,我们使用了Tikhonov正则化方法和谐波展开级数的截止。从数值试验中,我们找到了这些参数,我们得到了很好的近似。最后,用综合算例对算法进行了说明
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来源期刊
Revista Mexicana De Fisica
Revista Mexicana De Fisica 物理-物理:综合
CiteScore
2.20
自引率
11.80%
发文量
87
审稿时长
4-8 weeks
期刊介绍: Durante los últimos años, los responsables de la Revista Mexicana de Física, la Revista Mexicana de Física E y la Revista Mexicana de Física S, hemos realizado esfuerzos para fortalecer la presencia de estas publicaciones en nuestra página Web ( http://rmf.smf.mx).
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