使用无创脑机接口对音频刺激过程中脑电波活动变化的初步研究:选择合适的滤波方法

IF 1.2 Q3 Computer Science
Natalia Browarska, Aleksandra Kawala-Sterniuk, J. Zygarlicki
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引用次数: 4

摘要

摘要目的通过一系列实验,考察不同声音对人在视觉刺激任务中注意力的影响。方法对所得数据进行筛选。为了研究目的,我们测试了各种平滑滤波器,包括中值滤波器和Savitzky-Golay滤波器;然而,只应用中值滤波。该过滤器的实现使获得的数据更清晰,对潜在的诊断目的更有用。这些测试是通过Emotiv Flex脑电图头戴设备进行的。结果所得到的结果符合最初的假设,即尽管有放松的声音刺激,但“放松”阶段仍受到有分散声音的“集中”阶段的强烈影响,这在记录的脑电图数据中清晰可见。结论:目前正在开展范围更广的进一步调查,以确认已经获得的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Initial study on changes in activity of brain waves during audio stimulation using noninvasive brain–computer interfaces: choosing the appropriate filtering method
Abstract Objectives In this paper series of experiments were carried out in order to check the influence of various sounds on human concentration during visually stimulated tasks performance. Methods The obtained data was filtered. For the study purposes various smoothing filters were tested, including Median and Savitzky–Golay Filters; however, median filter only was applied. Implementation of this filter made the obtained data more legible and useful for potential diagnostics purposes. The tests were carried out with the implementation of the Emotiv Flex EEG headset. Results The obtained results were promising and complied with the initial assumptions, which stated that the “relax”-phase, despite relaxing sounds stimuli, is strongly affected with the “focus”-phase with distracting sounds, which is clearly visible in the shape of the recorded EEG data. Conclusions Further investigations with broader range of subjects is being currently carried out in order to confirm the already obtained results.
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来源期刊
Bio-Algorithms and Med-Systems
Bio-Algorithms and Med-Systems MATHEMATICAL & COMPUTATIONAL BIOLOGY-
CiteScore
3.80
自引率
0.00%
发文量
3
期刊介绍: The journal Bio-Algorithms and Med-Systems (BAMS), edited by the Jagiellonian University Medical College, provides a forum for the exchange of information in the interdisciplinary fields of computational methods applied in medicine, presenting new algorithms and databases that allows the progress in collaborations between medicine, informatics, physics, and biochemistry. Projects linking specialists representing these disciplines are welcome to be published in this Journal. Articles in BAMS are published in English. Topics Bioinformatics Systems biology Telemedicine E-Learning in Medicine Patient''s electronic record Image processing Medical databases.
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