DocumentCode
3189078
Title
A system dynamics view of stress: Towards human-factor modeling with computer agents
Author
Morris, Alexis ; Ross, William ; Ulieru, Mihaela
Author_Institution
Fac. of Comput. Sci., Univ. of New Brunswick, Fredericton, NB, Canada
fYear
2010
fDate
10-13 Oct. 2010
Firstpage
4369
Lastpage
4374
Abstract
Human-factor models are important for computer systems to i) make such systems more human aware (ie. better estimators of human behavior) and ii) make such systems demonstrate more realistic human behaviors (ie. display more human-like AI). These models expand the research horizons in domains such as multi-agent organizational simulation, as the impact of various human-factors can be investigated. This is particularly important in safety and security as organizational conflicts are largely impacted by human failures. Human-factor calculations, however, are difficult to quantify, validate, and encode because human behavior is both fuzzy and complex. This paper applies system dynamics, a modeling technique for understanding complex systems, to human-factors (stress in particular). It is a way that is computationally useful, and may be validated by experts in human studies. We first model stress as a causal loop diagram to discuss relationships between key components, and then produce a stocks and flows diagram to simulate behavior which, in future work, would be used for “mental models” in computer programs and agent simulations.
Keywords
human factors; multi-agent systems; causal loop diagram; computer agents; human aware systems; human factor modeling; multiagent organizational simulation; stress; Stress; Human-Factors; Joint-Response Operations; Multi-Agent Systems; Stress Models; System Dynamics;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location
Istanbul
ISSN
1062-922X
Print_ISBN
978-1-4244-6586-6
Type
conf
DOI
10.1109/ICSMC.2010.5642412
Filename
5642412
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