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用于评估心理负荷的获取心血管自主神经成分的因素分析方法比较。

A comparison of factor analytic methods of obtaining cardiovascular autonomic components for the assessment of mental workload.

作者信息

Backs R W

机构信息

Department of Psychology, Central Michigan University, Mount Pleasant 48859, USA.

出版信息

Ergonomics. 1998 May;41(5):733-45. doi: 10.1080/001401398186883.

Abstract

The diagnosticity of heart rate for mental workload assessment can be improved with an autonomic space model of sympathetic and parasympathetic nervous system influences on the heart. Methods of deriving autonomic components to estimate the underlying sympathetic and parasympathetic activity needed to identify autonomic modes of control for heart period were examined. Alternative factor extraction and rotation methods were compared using data from a laboratory study that measured the electrocardiogram and impedance cardiogram simultaneously. Principal components analysis with varimax rotation was found to validly estimate the sympathetic and parasympathetic activity when computed on multiple psychophysiological measures obtained from raw EKG data. Use of the method was illustrated with single and dual mental arithmetic and second-order compensatory manual tracking tasks. Different autonomic modes of control were found for divided attention that were not evident in heart period. Uncoupled sympathetic activation was indicated for divided attention when the mental arithmetic tasks were added to the tracking single tasks, but uncoupled parasympathetic inhibition was indicated for divided attention when the tracking tasks were added to the mental arithmetic single tasks.

摘要

通过交感神经和副交感神经系统对心脏影响的自主神经空间模型,可以提高心率在心理负荷评估中的诊断价值。研究了推导自主神经成分以估计潜在交感神经和副交感神经活动的方法,这些活动是识别心脏周期自主控制模式所必需的。使用来自一项实验室研究的数据,比较了替代因素提取和旋转方法,该研究同时测量了心电图和阻抗心动图。当根据从原始心电图数据获得的多种心理生理测量值进行计算时,发现采用方差最大化旋转的主成分分析能够有效估计交感神经和副交感神经活动。通过单双心算和二阶补偿手动跟踪任务说明了该方法的应用。发现了在注意力分散时不同的自主控制模式,这些模式在心脏周期中并不明显。当在心算单任务中添加跟踪单任务时,注意力分散表明交感神经激活解耦;而当在跟踪单任务中添加心算单任务时,注意力分散表明副交感神经抑制解耦。

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