Title :
Computational Cognitive Modeling of Operator Behavior in Telerover Navigation
Author :
Kaber, David B. ; Wang, Xuezhong ; Kim, Sang-Hwan
Author_Institution :
North Carolina State Univ., Raleigh
Abstract :
The objective of this study was to demonstrate the use of a computational cognitive model for representing human performance in robotic rover control and to make comparison with actual human performance. In manual control trials, an operator was required to navigate a commercially available rover along a path using a remote workstation. A cognitively plausible GOMSL (Goals, Operators, Methods, Selection rules) model for controlling the rover was constructed based on a task analysis and observations during the human trials. Time-to-navigation completion and path tracking accuracy were recorded during the human performance and cognitive model trials with navigation conditions being identical. Model output demonstrated the GOMSL code to produce more precise control of the rover than human performance, but this was at the cost of time. This result was attributable to limitations of the modeling approach in terms of representing human parallel processing and continuous control. In general, computational GOMS modeling approaches appear to have the potential to describe interactive closed-loop system control with continuous monitoring of feedback and corresponding control actions.
Keywords :
mobile robots; navigation; remotely operated vehicles; telerobotics; Goals Operators Methods Selection rules model; cognitively plausible GOMSL; computational GOMS modeling; computational cognitive modeling; continuous control; continuous monitoring; feedback control; human parallel processing; human performance representation; interactive closed-loop system control; operator behavior; path tracking; precise control; remote workstation; robotic rover control; task analysis; telerover navigation; time-to-navigation completion; Cognitive robotics; Computational modeling; Control system synthesis; Costs; Human factors; Navigation; Parallel processing; Process control; Robot control; Workstations; GOMS; cognitive modeling; human performance; human-robot interaction; interface evaluation; teleoperation;
Conference_Titel :
Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
1-4244-0099-6
Electronic_ISBN :
1-4244-0100-3
DOI :
10.1109/ICSMC.2006.384611