Title :
An exploratory study of chaos in human-Machine system dynamics
Author_Institution :
Aerosp. Div., Tenix Defense, Melbourne, Vic., Australia
fDate :
3/1/2006 12:00:00 AM
Abstract :
The human-machine system behavior and performance are dynamic, nonlinear, and possibly chaotic. Various techniques have been used to describe such dynamic and nonlinear system characteristics. However, these techniques have rarely been able to accommodate the chaotic behavior of such a nonlinear system. Therefore, this study proposes the use of nonlinear dynamic system theory as one possible technique to account for the dynamic, nonlinear, and possibly chaotic human-machine system characteristics. It briefly describes some of the available nonlinear dynamic system techniques and illustrates how their application can explain various properties of the human-machine system. A pilot´s heart interbeat interval (IBI) and altitude tracking error time series data are used in the illustration. Further, the possible applications of the theory in various domains of human factors for on-line assessment, short-term prediction, and control of human-machine system behavior and performance are discussed.
Keywords :
chaos; man-machine systems; nonlinear dynamical systems; time series; altitude tracking error time series data; chaotic behavior; human-machine system dynamics; nonlinear dynamic system theory; online assessment; pilot heart interbeat interval; short-term prediction; Aerodynamics; Aerospace electronics; Australia; Chaos; Control systems; Fluid dynamics; Heart; Human factors; Nonlinear dynamical systems; Nonlinear systems; Attractor; chaos; entropy; human–machine system; nonlinear dynamics;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2005.851262