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通过使用两个不同信号的幅度平方相干性的平均值和乘积来提高噪声中诱发反应的客观反应检测能力。

Improving the power of objective response detection of evoked responses in noise by using average and product of magnitude-squared coherence of two different signals.

机构信息

Graduate Program in Electrical Engineering, Federal University of Minas Gerais, Belo Horizonte, MG, CEP 31270-901, Brazil.

Department of Electrical Engineering, Federal Institute of Espírito Santo, São Mateus, ES, CEP 29932-540, Brazil.

出版信息

Med Biol Eng Comput. 2019 Oct;57(10):2203-2214. doi: 10.1007/s11517-019-02020-y. Epub 2019 Aug 9.

DOI:10.1007/s11517-019-02020-y
PMID:31399896
Abstract

Objective response detection (ORD) techniques such as the magnitude-squared coherence (MSC) are mathematical methods tailored to detect potentials evoked by an external periodic stimulation. The performance of the MSC is directly proportional to the signal-to-noise ratio (SNR) of the recorded signal and the time spent for collecting data. An alternative to increasing the performance of detection techniques without increasing data recording time is to use the information from more than one signal simultaneously. In this context, this work proposes two new detection techniques based on the average and on the product of MSCs of two different signals. The critical values and detection probabilities were obtained theoretically and using a Monte Carlo simulation. The performances of the new detectors were evaluated using synthetic data and electroencephalogram (EEG) signals during photo and auditory stimulation. For the synthetic signals, the two proposed detectors exhibited a higher detection rate when compared to the rate of the traditional MSC technique. When applied to EEG signals, these detectors resulted in an increase of the mean detection rate in relation to MSC for visual and auditory stimulation of at least 25% and 13.21%, respectively. The proposed detectors may be considered as promising tools for clinical applications. Graphical Abstract.

摘要

客观反应检测 (ORD) 技术,如幅度平方相干性 (MSC),是专门针对检测外部周期性刺激引起的电位的数学方法。MSC 的性能与记录信号的信噪比 (SNR) 和收集数据所花费的时间成正比。在不增加数据记录时间的情况下提高检测技术性能的一种替代方法是同时使用多个信号的信息。在这种情况下,这项工作提出了两种基于两个不同信号的 MSC 平均值和乘积的新检测技术。理论上和通过蒙特卡罗模拟获得了临界值和检测概率。使用合成数据和光刺激和听觉刺激期间的脑电图 (EEG) 信号评估了新检测器的性能。对于合成信号,与传统 MSC 技术相比,这两种新提出的检测方法具有更高的检测率。当应用于 EEG 信号时,这些检测器导致与视觉和听觉刺激的 MSC 相比,平均检测率至少增加了 25%和 13.21%。所提出的检测器可被认为是临床应用的有前途的工具。

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Multivariate approach for estimating the local spectral F-test and its application to the EEG during photic stimulation.多变量方法估计局部频谱 F 检验及其在光刺激期间 EEG 中的应用。
Comput Methods Programs Biomed. 2018 Aug;162:87-91. doi: 10.1016/j.cmpb.2018.05.010. Epub 2018 May 7.
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Improved Detection of Vowel Envelope Frequency Following Responses Using Hotelling's T2 Analysis.
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