Book chapter
Estimation of Cognitive Workload during Simulated Air Traffic Control Using Optical Brain Imaging Sensors
Foundations of Augmented Cognition. Directing the Future of Adaptive Systems, pp 549-558
2011
Abstract
Deployment of portable neuroimaging technologies to operating settings could help assess cognitive states of personnel assigned to perform critical tasks and thus help improve efficiency and safety of human machine systems. Functional Near Infrared Spectroscopy (fNIR) is an emerging noninvasive brain imaging technology that relies on optical techniques to detect brain hemodynamics within the prefrontal cortex in response to sensory, motor, or cognitive activation. Collaborating with the FAA William J. Hughes Technical Center, fNIR has been used to monitor twenty four certified professional controllers as they manage realistic Air Traffic Control (ATC) scenarios under typical and emergent conditions. We have implemented a normalization procedure to estimate cognitive workload levels from fNIR signals during ATC by developing linear regression models that were informed by the respective participants’ prior n-back data. This normalization can account for oxygenation variance due to inter-personal physiological differences. Results indicate that fNIR is sensitive task loads during ATC.
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20 citations in Scopus
Details
- Title
- Estimation of Cognitive Workload during Simulated Air Traffic Control Using Optical Brain Imaging Sensors
- Creators
- Hasan Ayaz - Drexel University, School of Biomedical Engineering, Science, and Health SystemsBen Willems - Federal Aviation AdministrationScott Bunce - Penn State Milton S. Hershey Medical CenterPatricia A Shewokis - Drexel University, School of Biomedical Engineering, Science, and Health SystemsKurtulus Izzetoglu - Drexel University, School of Biomedical Engineering, Science, and Health SystemsSehchang Hah - Federal Aviation AdministrationAtul Deshmukh - Federal Aviation AdministrationBanu Onaral - Drexel University, School of Biomedical Engineering, Science, and Health Systems
- Publication Details
- Foundations of Augmented Cognition. Directing the Future of Adaptive Systems, pp 549-558
- Conference
- 6th International Conference, FAC 2011, Held as Part of HCI International 2011, 6th (Orlando, Florida, United States, 09 Jul 2011–14 Jul 2011)
- Series
- Lecture Notes in Computer Science; 6780
- Publisher
- Springer Berlin Heidelberg; Berlin, Heidelberg
- Number of pages
- 10
- Resource Type
- Book chapter
- Language
- English
- Academic Unit
- School of Biomedical Engineering, Science, and Health Systems; School of Education; Nutrition Sciences; Health Sciences Division
- Scopus ID
- 2-s2.0-79960311694
- Other Identifier
- 991014877823804721