title: A Multimodal System for Assessing Alertness Levels Due to Cognitive Loading.
abstract: This paper proposes a scheme for assessing the alertness levels of an individual using simultaneous acquisition of multimodal physiological signals and fusing the information into a single metric for quantification of alertness. The system takes electroencephalogram, high-speed image sequence, and speech data as inputs. Certain parameters are computed from each of these measures as indicators of alertness and a metric is proposed using a fusion of the parameters for indicating alertness level of an individual at an instant. The scheme has been validated experimentally using standard neuropsychological tests, such as the Visual Response Test (VRT), Auditory Response Test (ART), a Letter Counting (LC) task, and the Stroop Test. The tests are used both as cognitive tasks to induce mental fatigue as well as tools to gauge the present degree of alertness of the subject. Correlation between the measures has been studied and the experimental variables have been statistically analyzed using measures such as multivariate linear regression and analysis of variance. Correspondence of trends obtained from biomarkers and neuropsychological measures validate the usability of the proposed metric.
authors.forename: Anwesha
authors.initials: A
authors.lastname: Sengupta
authors.forename: Anirban
authors.initials: A
authors.lastname: Dasgupta
authors.forename: Aritra
authors.initials: A
authors.lastname: Chaudhuri
authors.forename: Anjith
authors.initials: A
authors.lastname: George
authors.forename: Aurobinda
authors.initials: A
authors.lastname: Routray
authors.forename: Rajlakshmi
authors.initials: R
authors.lastname: Guha
mesh_terms: D000328:Adult; D001288:Attention; D003071:Cognition; D003936:Diagnosis, Computer-Assisted / Q000379:methods; D004569:Electroencephalography / Q000379:methods*; D005133:Eye Movements; D005260:Female; D005403:Fixation, Ocular; D006801:Humans; D008297:Male; D005222:Mental Fatigue / Q000175:diagnosis* / Q000503:physiopathology*; D009483:Neuropsychological Tests; D010781:Photography / Q000379:methods; D011597:Psychomotor Performance; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity; D013068:Speech Production Measurement / Q000379:methods