Optical brain monitoring for operator training and mental workload assessment

被引:440
作者
Ayaz, Hasan [1 ]
Shewokis, Patricia A. [1 ,2 ]
Bunce, Scott [3 ]
Izzetoglu, Kurtulus [1 ]
Willems, Ben [4 ]
Onaral, Banu [1 ]
机构
[1] Drexel Univ, Sch Biomed Engn Sci & Hlth Syst, 3141 Chestnut St, Philadelphia, PA 19104 USA
[2] Drexel Univ, Coll Nursing & Hlth Profess, Philadelphia, PA 19104 USA
[3] Penn State Coll Med, MS Hershey Med Ctr, Dept Psychiat, Hershey, PA USA
[4] Atlantic City Int Airport, Fed Aviat Adm William J Hughes Tech Ctr, Egg Harbor Township, NJ USA
关键词
Human performance; fNIR; Mental workload assessment; Training; Air traffic control; Unmanned aerial vehicle; NEAR-INFRARED SPECTROSCOPY; ANTERIOR PREFRONTAL CORTEX; FALSE DISCOVERY RATE; WORKING-MEMORY TASK; AIR-TRAFFIC-CONTROL; FUNCTIONAL ACTIVATION; PERFORMANCE; LIGHT; NIRS; ATTENTION;
D O I
10.1016/j.neuroimage.2011.06.023
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
An accurate measure of mental workload in human operators is a critical element of monitoring and adaptive aiding systems that are designed to improve the efficiency and safety of human-machine systems during critical tasks. Functional near infrared (fNIR) spectroscopy is a field-deployable non-invasive optical brain monitoring technology that provides a measure of cerebral hemodynamics within the prefrontal cortex in response to sensory, motor, or cognitive activation. In this paper, we provide evidence from two studies that fNIR can be used in ecologically valid environments to assess the: I) mental workload of operators performing standardized (n-back) and complex cognitive tasks (air traffic control - ATC), and 2) development of expertise during practice of complex cognitive and visuomotor tasks (piloting unmanned air vehicles - UAV). Results indicate that fNIR measures are sensitive to mental task load and practice level, and provide evidence of the fNIR deployment in the field for its ability to monitor hemodynamic changes that are associated with relative cognitive workload changes of operators. The methods reported here provide guidance for the development of strategic requirements necessary for the design of complex human-machine interface systems and assist with assessments of human operator performance criteria. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:36 / 47
页数:12
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