A Neuroadaptive Cognitive Model for Dealing With Uncertainty in Tracing Pilots' Cognitive State

被引：30

作者：

Klaproth, Oliver W. ^{[1
]}

Halbruegge, Marc ^{[2
]}

Krol, Laurens R. ^{[3
]}

Vernaleken, Christoph ^{[4
]}

Zander, Thorsten O. ^{[3
]}

Russwinkel, Nele ^{[2
]}

机构：

[1] Airbus Cent Res & Technol, Hein Sass Weg 22, D-21129 Hamburg, Germany

[2] TU Berlin, Chair Cognit Modelling Dynam Syst, Berlin, Germany

[3] Zander Labs BV, Amsterdam, Netherlands

[4] Airbus Def & Space, Ottobrunn, Germany

来源：

TOPICS IN COGNITIVE SCIENCE | 2020年 / 12卷 / 03期

关键词：

Cognitive modeling; Flight deck alerts; Cognitive assistance; Model-tracing; Neuroadaptive technology; PREFRONTAL CORTEX; TASK;

D O I：

10.1111/tops.12515

中图分类号：

B84 [心理学];

学科分类号：

04 ; 0402 ;

摘要：

A model-based approach for cognitive assistance is proposed to keep track of pilots' changing demands in dynamic situations. Based on model-tracing with flight deck interactions and EEG recordings, the model is able to represent individual pilots' behavior in response to flight deck alerts. As a first application of the concept, an ACT-R cognitive model is created using data from an empirical flight simulator study on neurophysiological signals of missed acoustic alerts. Results show that uncertainty of individual behavior representation can be significantly reduced by combining cognitive modeling with EEG data. Implications for cognitive assistance in aviation are discussed.

引用

页码：1012 / 1029

页数：18

共 32 条

[1] Lateral inferior prefrontal cortex and anterior cingulate cortex are engaged at different stages in the solution of insight problems [J].

Anderson, John R. ;

Anderson, John F. ;

Ferris, Jennifer L. ;

Fincham, Jon M. ;

Jung, Kwan-Jin .

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (26) :10799-10804

[2] An integrated theory of the mind [J].

Anderson, JR ;

Bothell, D ;

Byrne, MD ;

Douglass, S ;

Lebiere, C ;

Qin, YL .

PSYCHOLOGICAL REVIEW, 2004, 111 (04) :1036-1060

[3]

[Anonymous], 2011, Perspectives on thinking, judging, and decisions making: A tribute to Karl Halvor Teigen

[4]

Byrne M.D., 2004, Proceedings of the Human Factors and Ergonomics Society 48th Annual Meeting, P2111

[5] Seeing or doing?: Influence of visual and motor familiarity in action observation [J].

Calvo-Merino, Beatriz ;

Grezes, Julie ;

Glaser, Daniel E. ;

Passingham, Richard E. ;

Haggard, Patrick .

CURRENT BIOLOGY, 2006, 16 (19) :1905-1910

[6] Inattentional deafness to auditory alarms: Inter-individual differences, electrophysiological signature and single trial classification [J].

Dehais, F. ;

Roy, R. N. ;

Scannella, S. .

BEHAVIOURAL BRAIN RESEARCH, 2019, 360 :51-59

[7]

Dehais F, 2019, IEEE SYS MAN CYBERN, P4155, DOI 10.1109/SMC.2019.8914010

[8]

Dutton J M., 1971, Computer simulation of human behavior

[9] MEASUREMENT OF SITUATION AWARENESS IN DYNAMIC-SYSTEMS [J].

ENDSLEY, MR .

HUMAN FACTORS, 1995, 37 (01) :65-84

[10]

Estes S., 2016, P AAAI FALL S COGN A, P141

← 1 2 3 4 →