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使用统计过程控制方法检测心理生理数据的时间变化。

Detection of temporal changes in psychophysiological data using statistical process control methods.

机构信息

Department of Mechanical and Industrial Engineering, University of Iowa, 3131 Seamans Center, Iowa City, IA 52242, USA.

出版信息

Comput Methods Programs Biomed. 2012 Sep;107(3):367-81. doi: 10.1016/j.cmpb.2011.01.003. Epub 2011 Mar 5.

Abstract

We consider the problem of detecting temporal changes in the functional state of human subjects due to varying levels of cognitive load using real-time psychophysiological data. The proposed approach relies on monitoring several channels of electroencephalogram (EEG) and electrooculogram (EOG) signals using the methods of statistical process control. It is demonstrated that control charting methods are capable of detecting changes in psychophysiological signals that are induced by varying cognitive load with high accuracy and low false alarm rates, and are capable of accommodating subject-specific differences while being robust with respect to differences between different trials performed by the same subject.

摘要

我们考虑使用实时心理生理数据来检测由于认知负荷水平变化而导致的人类受试者功能状态的时间变化的问题。所提出的方法依赖于使用统计过程控制方法来监测脑电图(EEG)和眼电图(EOG)信号的多个通道。结果表明,控制图表方法能够以高精度和低误报率检测由认知负荷变化引起的心理生理信号的变化,并且能够适应特定于主体的差异,同时对同一主体执行的不同试验之间的差异具有鲁棒性。

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