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Performance of Different Average Methods for the Automatic Detection of Evoked Potentials

机译:自动检测诱发电位的不同平均方法的性能

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The evoked potentials can be auditory, visual or somatosensory. Noise reduction is the first step in most biomedical signal processing systems. The quality and accuracy of the rest of the operations carried out on the signal depend to a large extent on the quality of the noise reduction algorithms that have been used in the preprocessing of the signal. Trie method commonly used to enhance the signal of interest is the coherent average, however, this technique has some limitations that justify the search for alternatives to detect or extract the characteristics of these signals. The weighted average is a possible alternative; however, this is still not appropriate enough when the signal may have outliers within the epoch. Trimmed average techniques have a better solution when in the presence of impulsive noise. The modified trimmed average is adapted for use in auditory evoked potentials. In this work, we compare different techniques of trimmed average, with the weighted average and the coherent average; using quality measures in the frequency domain for detect Auditory Brainstem Evoked Potentials. The results showed that the proposed method and his variants are superior to the rest of the used ones. The Q-Sample Modified measure offers the best result.
机译:诱发的电位可以是听觉的,视觉的或体感的。降低噪声是大多数生物医学信号处理系统的第一步。在信号上执行的其余操作的质量和准确性在很大程度上取决于已在信号预处理中使用的降噪算法的质量。通常用于增强目标信号的Trie方法是相干平均,但是,此技术有一些局限性,证明寻找替代方法来检测或提取这些信号的特征是合理的。加权平均值是一种可能的选择。但是,当信号在历元内可能有异常值时,这仍然不够合适。当存在脉冲噪声时,修整平均技术具有更好的解决方案。修改后的修整平均值适用于听觉诱发电位。在这项工作中,我们比较了加权平均和相干平均的不同的修整平均技术。在频域中使用质量度量来检测听觉脑干诱发电位。结果表明,所提出的方法和他的方法优于其他方法。 Q-Sample Modified量度提供最佳结果。

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