DocumentCode :
447434
Title :
Modeling the complexities of human performance
Author :
Gore, Brian F. ; Jarvis, Peter
Author_Institution :
San Jose State Univ., CA, USA
Volume :
2
fYear :
2005
fDate :
10-12 Oct. 2005
Firstpage :
1604
Abstract :
The Man-machine Integrated Design and Analysis System (MIDAS) is an integrated human performance modeling software tool that symbolically represents a human´s perceptual, cognitive and motor systems in an integrated fashion to produce emergent, high level behavioral predictions characteristic of actual human performance. MIDAS has been augmented in a number of significant ways to simulate even more realistic simulations of human behavior in various aerospace operational contexts. The effort undertaken in the current project culminated in an agent-based sub model (e.g. slots) that can be used by a variety of models to predict and recreate short- and long-term effects of stressors (fatigue, stress, time pressure, inadequate situation awareness, etc.) on performance in aerospace accidents/incidents causation. A computational simulation demonstrated performance influences brought to task performance by fatigue (as characterized by the Yerkes-Dodson theoretical threshold model) that is incurred while undertaking activities required to complete a goal behavior, and the impact of performance-influencing factors (PIFs) on human performance output by combining this with a primitive based action error vulnerability. This paper discusses the computational development effort undertaken in creating the conceptual relationship and PIF implementation in MIDAS.
Keywords :
aerospace accidents; aerospace simulation; behavioural sciences computing; ergonomics; fatigue; human factors; software agents; software tools; MIDAS; Yerkes-Dodson theoretical threshold model; action error vulnerability; aerospace accidents; agent-based sub model; cognitive system; computational simulation; fatigue; human perceptual system; human performance modeling; incidents causation; man-machine integrated design and analysis system; motor system; performance-influencing factor; realistic simulation; software tool; Aerospace accidents; Aerospace simulation; Context modeling; Fatigue; Humans; Man machine systems; Performance analysis; Predictive models; Software tools; Stress; Human performance modeling; MIDAS; error modeling; fatigue modeling; performance influencing factors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2005 IEEE International Conference on
Print_ISBN :
0-7803-9298-1
Type :
conf
DOI :
10.1109/ICSMC.2005.1571377
Filename :
1571377
Link To Document :
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