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Specialized Brains Performing Specialized Tasks: Beta/Gamma EEG Non-linear Analysis Reveals Discriminative Differences between the Chaoso-chaos Content of Specialized Brain's Dynamics

机译:专业大脑执行专业任务:Beta / Gamma脑电图非线性分析揭示了专业大脑动力学的混沌/无混沌内容之间的区别性差异

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We studied and compared different non-linear features of the human EEG in the context of the search and characterization of specific functional fingerprints of the EEG dynamics that allow differentiating behaviorally recognized specialized professional activities. Sets of EEG data obtained from two groups of professional performers, a group of 10 professional modern dancers and a group of 12 professional chopper pilots, were compared while executing a mental-cognitive task related to their professional specialty. Dancers were asked to use mental imagination to plan choreographic movements and pilots were asked to solve a reduced version of the Raven's matrices visual intelligent test. Both tasks were analyzed during the first two minutes while EEG activity was recorded from 14 mastoid bone referenced electrodes using the brain-computer interface Emotiv? Epoc Research Edition, sampling at 128 Hz rate. Dancers and pilots were then compared in term of their long- and short-term Hurst (H) exponent estimation for beta and gamma EEG ranges. We found that non-linear estimation of chaos in the EEG time series allows differentiating between the brain functional strategies employed by differently specialized groups of performers. The group of pilots showed higher estimated H values for the beta band than for gamma band, contrary to what we found for dancers in which estimated H for gamma band showed higher values than for beta range.
机译:我们研究和比较了人类脑电图的不同非线性特征,以寻找和表征脑电图动力学的特定功能指纹,从而区分行为认可的专业活动。在执行与他们的专业相关的心理认知任务时,比较了从两组专业表演者,一组10名专业现代舞者和一组12名专业菜刀飞行员获得的脑电数据。要求舞者运用脑力想象力来计划舞蹈动作,并要求飞行员解决Raven矩阵视觉智能测试的简化版本。在头两分钟内对这两项任务进行了分析,同时使用脑计算机接口“动机”从14个乳突骨参考电极记录了脑电活动。 Epoc Research Edition,以128 Hz的速率采样。然后,根据舞者和飞行员的长期和短期Hurst(H)指数估算值来比较β和γEEG范围。我们发现,EEG时间序列中的混沌非线性估计可区分不同专业表演者群体采用的大脑功能策略。该组飞行员对β波段的估计H值高于对伽马波段的估计值,这与我们为舞者发现的对伽玛波段的H估计值比对β范围更高的舞者相反。

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