Title :
Frontal EEG theta changes assess the training improvements of novices in flight simulation tasks
Author :
Borghini, G. ; Arico, P. ; Astolfi, L. ; Toppi, J. ; Cincotti, F. ; Mattia, D. ; Cherubino, P. ; Vecchiato, G. ; Maglione, A.G. ; Graziani, I. ; Babiloni, F.
Author_Institution :
IRCCS Fondazione Santa Lucia, Rome, Italy
Abstract :
The aim of the study is to analyze the variation of the EEG power spectra in theta band when a novice starts to learn a new task. In particular, the goal is to find out the differences from the beginning of the training to the session in which the performance level is good enough for considering him/her able to complete the task without any problems. While the novices were engaged in the flight simulation tasks we recorded the brain activity by using high resolution EEG techniques as well as neurophysiologic variables such as heart rate (HR) and eye blinks rate (EBR). Results show clear changes in the EEG power spectra in theta band over the frontal brain areas, either over the left, the midline and the right side, during the learning process of the task. These results are also supported by the autonomic signals of HR and EBR, by the performances´ trends and by the questionnaires for the evaluation of the perceived workload level.
Keywords :
aerospace simulation; cardiology; electroencephalography; eye; learning (artificial intelligence); medical signal processing; neurophysiology; vision; EEG power spectra; autonomic signals; brain activity; eye blink rate; flight simulation tasks; frontal EEG theta changes; frontal brain areas; heart rate; high resolution EEG techniques; learning process; neurophysiologic variables; novice; performance level; theta band; training improvements; Brain; Electroencephalography; Heart rate; Indexes; Market research; NASA; Training; Adult; Aircraft; Eye Movements; Female; Heart Rate; Humans; Male; Task Performance and Analysis; Teaching; Theta Rhythm; User-Computer Interface; Video Games;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6611073