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

被引:25
作者
Cannon, Jordan [1 ]
Krokhmal, Pavlo A. [1 ]
Chen, Yong [1 ]
Murphey, Robert [2 ]
机构
[1] Univ Iowa, Dept Mech & Ind Engn, Iowa City, IA 52242 USA
[2] USAF, Res Lab, Munit Directorate, Eglin AFB, FL 32542 USA
基金
美国国家科学基金会;
关键词
Statistical process control; Control charts; Psychophysiological data; Electroencephalogram; Electrooculogram; MENTAL WORKLOAD; TASK-DIFFICULTY; EEG; INDEXES; SYSTEM;
D O I
10.1016/j.cmpb.2011.01.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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. (C) 2011 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:367 / 381
页数:15
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