Match!

Drowsiness/alertness algorithm development and validation using synchronized EEG and cognitive performance to individualize a generalized model

Published on May 1, 2011in Biological Psychology2.63
· DOI :10.1016/j.biopsycho.2011.03.003
Robin Johnson12
Estimated H-index: 12
(UCLA: University of California, Los Angeles),
Djordje Popovic11
Estimated H-index: 11
(UCLA: University of California, Los Angeles)
+ 3 AuthorsChris Berka15
Estimated H-index: 15
(UCLA: University of California, Los Angeles)
Abstract
Abstract A great deal of research over the last century has focused on drowsiness/alertness detection, as fatigue-related physical and cognitive impairments pose a serious risk to public health and safety. Available drowsiness/alertness detection solutions are unsatisfactory for a number of reasons: (1) lack of generalizability, (2) failure to address individual variability in generalized models, and/or (3) lack of a portable, un-tethered application. The current study aimed to address these issues, and determine if an individualized electroencephalography (EEG) based algorithm could be defined to track performance decrements associated with sleep loss, as this is the first step in developing a field deployable drowsiness/alertness detection system. The results indicated that an EEG-based algorithm, individualized using a series of brief “identification” tasks, was able to effectively track performance decrements associated with sleep deprivation. Future development will address the need for the algorithm to predict performance decrements due to sleep loss, and provide field applicability.
  • References (69)
  • Citations (70)
References69
Newest
#1Keith Wong (National Health and Medical Research Council)H-Index: 24
#2Nathaniel S. Marshall (National Health and Medical Research Council)H-Index: 27
Last.Naomi L. Rogers (USYD: University of Sydney)H-Index: 25
view all 5 authors...
#1Jia-Wei Fu (SJTU: Shanghai Jiao Tong University)H-Index: 1
#2Mu Li (SJTU: Shanghai Jiao Tong University)H-Index: 1
Last.Bao-Liang Lu (SJTU: Shanghai Jiao Tong University)H-Index: 31
view all 3 authors...
#1Stuart D. Baulk (UniSA: University of South Australia)H-Index: 12
#2Sarah N. Biggs (University of Adelaide)H-Index: 19
Last.Drew Dawson (UniSA: University of South Australia)H-Index: 47
view all 5 authors...
Cited By70
Newest
#1Joelle C. Ruthig (UND: University of North Dakota)H-Index: 21
#2Dmitri Poltavski (UND: University of North Dakota)
Last.Thomas V. Petros (UND: University of North Dakota)H-Index: 21
view all 0 authors...
#1Thomas Z. RamsøyH-Index: 14
#2Noela Michael (ZU: Zayed University)H-Index: 2
Last.Ian Michael (ZU: Zayed University)H-Index: 3
view all 0 authors...
#1Ellyn A. Riley (SU: Syracuse University)H-Index: 3
#2Arthur Owora (IU: Indiana University Bloomington)
Last.Alyssa Anderson (SU: Syracuse University)
view all 4 authors...
2019 in EMBC (International Conference of the IEEE Engineering in Medicine and Biology Society)
#1M. Bilucaglia (IULM University of Milan)
#2R. Laureanti (Polytechnic University of Milan)
Last.Vincenzo Russo (IULM University of Milan)H-Index: 8
view all 0 authors...
#1Tommaso Banfi (Sant'Anna School of Advanced Studies)H-Index: 1
#2Erika Coletto (Norwich Research Park)
Last.Gastone Ciuti (Sant'Anna School of Advanced Studies)H-Index: 16
view all 7 authors...
View next paperReal-Time Analysis of EEG Indexes of Alertness, Cognition, and Memory Acquired With a Wireless EEG Headset