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Single operator, multiple robots: an eye movement based theoretic model of operator situation awareness

Published: 02 March 2010 Publication History

Abstract

For a single operator to effectively control multiple robots, operator situation awareness is a critical component of the human-robot system. There are three levels of situation awareness: perception, comprehension, and projection into the future [1]. We focus on the perception level to develop a theoretic model of the perceptual-cognitive processes underlying situation awareness. Eye movement measures were developed as indicators of cognitive processing and these measures were used to account for operator situation awareness on a supervisory control task. The eye movement based model emphasizes the importance of visual scanning and attention allocation as the cognitive processes that lead to operator situation awareness and the model lays the groundwork for real-time prediction of operator situation awareness.

References

[1]
M. R. Endsley, "Toward a theory of situation awareness in dyanmic systems," Human Factors, vol. 37, pp. 32--64, 1995.
[2]
J. W. Crandall, M. A. Goodrich, D. R. Olsen, and C. W. Nielsen, "Validating human-robot interaction schemes in multitasking environments," Systems, Man, and Cybernetics, vol. 35, pp. 438--449, 2005.
[3]
M. L. Cummings and P. J. Mitchell, "Predicting controller capacity in supervisory control of multiple UAVs," IEEE Systems, Man, and Cybernetcis, Part A: Systems and Humans, vol. 38, pp. 451--460, 2008.
[4]
R. Parasuraman, T. B. Sheridan, and C. D. Wickens, "Situation awareness, mental workload, and trust in automation: Viable, empirically supported cogntive engineering constructs," Journal of Cognitive Engineering and Decision Making, vol. 2, pp. 140--160, 2008.
[5]
R. M. Taylor, "Situational Awareness rating technique (SART): The development of a tool for aircrew systems design," in AGARD Conference Proceedings, 1990, pp. 3/1--3/17.
[6]
M. R. Endsley, "Measurement of situation awareness in dynamic systems.," Human Factors, vol. 37, pp. 65--84, 1995.
[7]
F. T. Durso and A. R. Dattel, "SPAM: The real-time assessment of SA," in A cognitive approach to situation awareness: Theory and application, S. Banbury and S. Tremblay, Eds., 2004, pp. 137--154.
[8]
A. D. Andre, C. D. Wickens, and L. Moorman, "Display formatting techniques for improving situation awareness in the aircraft cockpit," The International Journal of Aviation Psychology, pp. 205--218, 1991.
[9]
D. G. Jones and M. R. Endsley, "Sources of situation awareness errors in aviation.," Aviation, Space and Environmental Medicine, vol. 67, pp. 507--512, 1996.
[10]
M. R. Endsley and R. P. Smith, "Attention distribution and decision making in tactical air combat," Human Factors, vol. 38, pp. 232--249, 1996.
[11]
M. R. Endsley and M. D. Rodgers, "Distribution of attention, situation awareness, and workload in a passive air traffic control task: Implications for operational errorsand automation," Air Traffic Control Quarterly, vol. 6, pp. 21--44, 1998.
[12]
L. Gugerty, "Evidence from a partial report task for forgetting in dynamic spatial memory," Human Factors, vol. 40, pp. 498--508, 1998.
[13]
L. Gugerty, M. Rakauskas, and J. Brooks, "Effects of remote and in-person verbal interactions on verbalization rates and attention to dynamic spatial scenes," Accident analysis and prevention, vol. 36, pp. 1029--1043, 2004.
[14]
L. Gugerty, "Situation awareness in driving," in Handbook for Driving Simulation in Engineering Medicine and Psychology, J. Lee, M. Rizzo, D. Fisher, and J. Caird, Eds.: CRC Press, in press.
[15]
W. J. Horrey, C. D. Wickens, and K. P. Consalus, "Modeling drivers' visual attention allocation while interacting with in-vehicle technologies," Journal of Experimental Psychology: Applied, vol. 12, pp. 67--78, 2006.
[16]
G. O. Einstein, M. A. McDaniel, and M. Brandimonte, Prospective memory: Theory and application: L. Erlbaum, 1996.
[17]
J. G. Trafton, E. M. Altmann, D. P. Brock, and F. E. Mintz, "Preparing to resume an interrupted task: Effects of prospective goal encoding and retrospective rehearsal," International Journal of Human-Computer Studies, vol. 58, pp. 583--603, 2003.
[18]
G. J. Zelinsky and L. C. Loschky, "Using eye movements to study working memory rehearsal for objects in visual scenes," in Proceedings of the 31st Annual Conference of the Cognitive Science Society, N. Taatgen, H. V. Rijn, and L. Schomaker, Eds., 2009.
[19]
C. D. Wickens, J. Goh, J. Helleberg, and W. J. Horrey, "Attentional models of multitask pilot performance using advnaced display technology," Human Factors, vol. 45, pp. 360--380, 2003.
[20]
L. C. Thomas and C. D. Wickens, "Eye-tracking and individual differences in off-normal event detection when flying with a synthetic vision system display," in Proceedings of the 48th Annual Meeting of the Human Factors Society, 2004.
[21]
L. Gugerty, "Situation awareness during driving: Explicit and implicit knowledge in dynamic spatial memory," Journal of Experimental Psychology:Applied, vol. 3, pp. 42--66, 1997.
[22]
P. Salmon, N. A. Stanton, G. Walker, and D. Green, "Situation measurement: A review of applicability for C4i environments," Applied Ergonomics, vol. 37, pp. 225--238, 2006.
[23]
K. Rayner, "Eye movements in reading and information processing: 20 years of research," Psychological Bulletin, vol. 85, pp. 618--660, 1998.
[24]
K. Rayner and R. K. Morris, "Do eye-movements reflect higher order processes in reading?," in From eye to mind. Information aquisition in perception, search, and reading, R. Groner, D. d'Ydewalle, and R. Parham, Eds. Amsterdam: North-Holland, 1990, pp. 191--204.
[25]
M. A. Just and P. A. Carpenter, "Eye fixations and cognitive processes," Cognitive Psychology, vol. 8, pp. 441--480, 1976.
[26]
G. F. Wilson and C. A. Russell, "Performance enhancement in an unihabited air vehicle task using psychophysiologically determined adpative aiding," Human Factors, vol. 49, pp. 1005--1018, 2007.
[27]
G. F. Wilson and C. A. Russell, "Operator functional state classification using multiple psychophysiological features in an air traffic control task," Human Factors, vol. 45, pp. 381--389, 2003.
[28]
C.-Y. J. Peng, K. L. Lee, and G. M. Ingersoll, "An introduction to logistic regression analysis and reporting," The Journal of Educational Research, vol. 96, pp. 3--14, 2002.
[29]
Y. Boussemart and M. L. Cummings, "Behavioral recognition and prediction of an operator supervising multiple heterogeneous unmanned vehicles," in Humans operating unmanned systems, 2008.
[30]
C. Nehme, "Modeling human supervisory control in heterogeneous unmanned vehicle systems," in Deptartment of Aeronautics and Stronautics. Cambridge, MA: MIT, 2009.
[31]
T. Fawcett, "An introduction to ROC analysis," Pattern Recognition Letters, vol. 27, pp. 861--874, 2006.
[32]
N. A. Macmillan and C. D. Creelman, Detection Theorys: A User's Guide: Lawrence Erlbaum Associates, 2005.
[33]
L. Itti and C. Koch, "A saliency-based search mechanism for overt and covert shifts of visual attention," Vision Research, vol. 40, pp. 1489--1506, 2000.
[34]
R. M. Ratwani, J. M. McCurry, and J. G. Trafton, "Predicting postcompletion errors using eye movements," in Proceedings of the 2008 Conference on Human Factors in Computing Systems, CHI 2008, M. Czerwinski, A. M. Lund, and D. S. Tan, Eds.: ACM, 2008, pp. 539--542.
[35]
R. M. Ratwani and J. G. Trafton, "Developing a Predictive Model of Postcompletion Errors," in Proceedings of the 31st Annual Meeting of the Cognitive Science Society, 2009.
[36]
M. R. Endsley and E. O. Kiris, "The out-of-the-loop performance problem and level of control in automation," Human Factors, vol. 37, 1995.
[37]
R. Parasuraman, T. B. Sheridan, and C. D. Wickens, "A model for types and levels of human interaction with automation," IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and human, vol. 30, pp. 286--297, 2000.

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  • (2016)Simulation-based environment for the eye-tracking control of tele-operated mobile robotsProceedings of the Modeling and Simulation of Complexity in Intelligent, Adaptive and Autonomous Systems 2016 (MSCIAAS 2016) and Space Simulation for Planetary Space Exploration (SPACE 2016)10.5555/2962664.2962668(1-7)Online publication date: 3-Apr-2016
  • (2016)The evaluation of military pilot's attention distributions on the flight deckProceedings of the International Conference on Human-Computer Interaction in Aerospace10.1145/2950112.2964588(1-6)Online publication date: 14-Sep-2016
  • (2014)The Investigation of Pilots' Eye Scan Patterns on the Flight Deck during an Air-to-Surface Task11th International Conference on Engineering Psychology and Cognitive Ergonomics - Volume 853210.1007/978-3-319-07515-0_33(325-334)Online publication date: 22-Jun-2014
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      cover image ACM Conferences
      HRI '10: Proceedings of the 5th ACM/IEEE international conference on Human-robot interaction
      March 2010
      400 pages
      ISBN:9781424448937

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      IEEE Press

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      Published: 02 March 2010

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      Author Tags

      1. eye tracking
      2. human-robot system
      3. situation awareness
      4. supervisory control

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      HRI '10 Paper Acceptance Rate 26 of 124 submissions, 21%;
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      View all
      • (2016)Simulation-based environment for the eye-tracking control of tele-operated mobile robotsProceedings of the Modeling and Simulation of Complexity in Intelligent, Adaptive and Autonomous Systems 2016 (MSCIAAS 2016) and Space Simulation for Planetary Space Exploration (SPACE 2016)10.5555/2962664.2962668(1-7)Online publication date: 3-Apr-2016
      • (2016)The evaluation of military pilot's attention distributions on the flight deckProceedings of the International Conference on Human-Computer Interaction in Aerospace10.1145/2950112.2964588(1-6)Online publication date: 14-Sep-2016
      • (2014)The Investigation of Pilots' Eye Scan Patterns on the Flight Deck during an Air-to-Surface Task11th International Conference on Engineering Psychology and Cognitive Ergonomics - Volume 853210.1007/978-3-319-07515-0_33(325-334)Online publication date: 22-Jun-2014
      • (2013)Supervisory guide part ICHI '13 Extended Abstracts on Human Factors in Computing Systems10.1145/2468356.2468377(109-114)Online publication date: 27-Apr-2013
      • (2012)Hard lessons learnedProceedings of the 4th Workshop on Eye Gaze in Intelligent Human Machine Interaction10.1145/2401836.2401843(1-6)Online publication date: 26-Oct-2012

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