Keep Your Scanners Peeled: Gaze Behavior as a Measure of Automation Trust during Highly Automated Driving

Human Factors

Volumn 58, Issue 3, 2016, Pages 509-519

  Hergeth, Sebastian ^a   Lorenz, Lutz ^a   Vilimek, Roman ^a   Krems, Josef F ^b  

^a BMW GROUP   (Germany)

^b CHEMNITZ UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

autonomous driving; eye tracking; human automation interaction; trust in automation; vehicle design

Indexed keywords

BEHAVIORAL RESEARCH; EYE TRACKING;

AUTOMATED DRIVING; AUTONOMOUS DRIVING; BEHAVIORAL MEASURES; DIRECT MEASURES; DRIVING SIMULATOR STUDY; GAZE BEHAVIOR; HUMAN-AUTOMATION INTERACTIONS; VEHICLE DESIGN;

AUTOMATION;

AUTOMATION; BEHAVIOR; CLINICAL ARTICLE; DRIVER; GAZE; HUMAN; MONITORING; TRUST; ADOLESCENT; ADULT; CAR DRIVING; EYE MOVEMENT; FEMALE; MALE; MAN MACHINE INTERACTION; MIDDLE AGED; PHYSIOLOGY; PSYCHOLOGY; YOUNG ADULT;

ADOLESCENT; ADULT; AUTOMATION; AUTOMOBILE DRIVING; EYE MOVEMENTS; FEMALE; HUMANS; MALE; MAN-MACHINE SYSTEMS; MIDDLE AGED; TRUST; YOUNG ADULT;

EID: 84962910809     PISSN: 00187208     EISSN: 15478181     Source Type: Journal    
DOI: 10.1177/0018720815625744     Document Type: Article

References (40)

1. Abe G., Itoh M., Tanaka K., (2002). Dynamics of drivers' trust in warning systems. In 15th Triennial World Congress of the International Federation of Automatic Control (p. 1612). New York, NY: Elsevier. doi: 10.3182/20020721-6-ES-1901.01614
2. Aeberhard M., Rauch S., Bahram M., Tanzmeister G., Thomas J., Pilat Y., Homm F., Huber W., Kaempchen N., (2015). Experience, results and lessons learned from automated driving on Germany's highways. IEEE Intelligent Transportation Systems Magazine, 7 (1), 42-57. doi: 10.1109/MITS.2014.2360306
3. Bagheri N., Jamieson G. A., (2004). Considering subjective trust and monitoring behavior in assessing automation-induced "complacency". In Vicenzi D. A., Mouloua M., Hancock P. A., (Eds.), Human performance, situation awareness and automation: Current research and trends (Volume II) (pp. 54-59). Mahwah, NJ: Lawrence Erlbaum Associates.
4. Beggiato M., Krems J. F., (2013). The evolution of mental model, trust and acceptance of adaptive cruise control in relation to initial information. Transportation Research Part F: Traffic Psychology and Behaviour, 18, 47-57. doi: 10.1016/j.trf.2012.12.006
5. Benjamini Y., Hochberg Y., (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society Series B, 57, 289-300.
6. Biros D. P., Daly M., Gunsch G., (2004). The influence of task load and automation trust on deception detection. Group Decision and Negotiation, 13, 173-189.
7. Brown R. D., Galster S. M., (2004). Effects of reliable and unreliable automation on subjective measures of mental workload, situation awareness, trust and confidence in a dynamic flight task. In Proceedings of the Human Factors and Ergonomics Society 48th Annual Meeting (pp. 147-151). Santa Monica, CA: Human Factors and Ergonomics Society. doi: 10.1177/154193120404800132
8. Brown C. M., Noy Y. I., (2004). Behavioural adaptation to in-vehicle safety measures: Past ideas and future directions. In Rothengatter T., Huguenin R. D., (Eds.), Traffic and transport psychology: Theory and application (Vol. 25-46, pp. 25-46). Oxford, UK: Elsevier.
9. Carlson M. S., Desai M., Drury J. L., Kwak H., Yanco H. A., (2014,). Identifying factors that influence trust in automated cars and medical diagnosis systems. In AAAI Symposium on The Intersection of Robust Intelligence and Trust in Autonomous Systems (pp. 20-27). Palo Alto, CA: Association for the Advancement of Artificial Intelligence.
10. Clark L. A., Watson D., (1995). Constructing validity: Basic issues in objective scale development. Psychological Assessment, 7 (3), 309-319.
11. Cohen J., (1992). A power primer. Psychological Bulletin, 112 (1), 155-159.
12. Cronbach L. J., Meehl P. E., (1955). Construct validity in psychological tests. Psychological Bulletin, 52, 281-302.
13. D-Lab 2.5. (2013). Apparatus and software. Manching, Germany: Ergoneers.
14. Gold C., Damböck D., Lorenz L., Bengler K., (2013). "Take over!" How long does it take to get the driver back into the loop? In Proceedings of the Human Factors and Ergonomics Society 57th Annual Meeting (pp. 1938-1942). Santa Monica, CA: Human Factors and Ergonomics Society. doi: 10.1177/1541931213571433
15. Fine G. A., Holyfield L., (1996). Secrecy, trust, and dangerous leisure: Generating group cohesion in voluntary organizations. Social Psychology Quarterly, 59, 22-38.
16. Fitts P. M., Jones R. E., Milton J. L., (1950). Eye movements of aircraft pilots during instrument-landing approaches. Aeronautical Engineering Review, 9 (2), 24-29.
17. Hergeth S., Lorenz L., Krems J., Toenert L., (2015,). Effects of take-over requests and cultural background on automation trust in highly automated driving. Paper presented at the 8th International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design, Snowbird, UT.
18. Hoff K., Bashir M., (2014). Trust in automation: Integrating empirical evidence on factors that influence trust. Human Factors: The Journal of the Human Factors and Ergonomics Society. Advance online publication. doi: 10.1177/0018720814547570
19. Inhoff A. W., Radach R., (1998). Definition and computation of oculomotor measures in the study of cognitive processes. In Underwood G., (Ed.), Eye guidance in reading and scene perception (pp. 29-54). Oxford, UK: Elsevier Science. doi: 10.1016/B978-008043361-5/50003-1
20. International Organization for Standardization. (2012). Road vehicles-Ergonomic aspects of transport information and control systems-Calibration tasks for methods which assess driver demand due to the use of in-vehicle systems (ISO/TS 14198:2012). Geneva, Switzerland: Author.
21. Jacob R. J. K., Karn K. S., (2003). Eye tracking in human-computer interaction and usability research: Ready to deliver the promises. In Hyönä J., Radach R., Deubel H., (Eds.), The mind's eye: Cognitive and applied aspects of eye movement research (Vol. 2, pp. 573-605). Amsterdam: Elsevier.
22. Jian J., Bisantz A., Drury C., (2000). Foundations for an empirically determined scale of trust in automated systems. International Journal of Cognitive Ergonomics, 4 (1), 53-71.
23. Kramer R. M., (1999). Trust and distrust in organizations: Emerging perspectives, enduring questions. Annual Review of Psychology, 50, 569-598.
24. Lee J. D., See K. A., (2004). Trust in automation: Designing for appropriate reliance. Human Factors: The Journal of the Human Factors and Ergonomics Society, 46, 50-80. doi: 10.1518/hfes.46.1.50
25. Llaneras R. E., Salinger J., Green C. A., (2013). Human factors issues associated with limited ability autonomous driving systems: Drivers' allocation of visual attention to the forward roadway. In Proceedings of the Seventh International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design (pp. 92-98). Iowa City: University of Iowa.
26. Madhani K., Khasawneh M. T., Kaewkuekool S., Gramopadhye A. K., Melloy B. J., (2002). Measurement of human trust in a hybrid inspection for varying error patterns. In Proceedings of the Human Factors and Ergonomics Society 46th Annual Meeting (pp. 418-422). Santa Monica, CA: Human Factors and Ergonomics Society. doi: 10.1177/154193120204600343
27. Master R., Jiang X., Khasawneh M. T., Bowling S. R., Grimes L., Gramopadhye A. K., Melloy B. J., (2005). Measurement of trust over time in hybrid inspection systems. Human Factors and Ergonomics in Manufacturing & Service Industries, 15 (2), 177-196.
28. Moray N., Inagaki T., (1999). Laboratory studies of trust between humans and machines in automated systems. Transactions of the Institute of Measurement and Control, 21 (4-5), 203-211. doi: 10.1177/014233129902100408
29. Muir B. M., Moray N., (1996). Trust in automation. Part II. Experimental studies of trust and human intervention in a process control simulation. Ergonomics, 39 (3), 429-460. doi: 10.1080/00140139608964474
30. National Transportation Safety Board. (2014). Descent below visual glidepath and impact with seawall, Asiana Airlines Flight 214, Boeing 777-200ER, HL7742, San Francisco, California, 6, 2013 (Aircraft Accident Report NTSB/AAR-14/01). Washington, DC: Author.
31. Parasuraman R., Manzey D., (2010). Complacency and bias in human use of automation: An attentional integration. Human Factors, 52 (3), 381-410. doi: 10.1177/0018720810376055
32. Parasuraman R., Riley V., (1997). Humans and automation: Use, misuse, disuse, abuse. Human Factors: The Journal of the Human Factors and Ergonomics Society, 39 (2), 230-253. doi: 10.1518/001872097778543886
33. Poole A., Ball L. J., (2006). Eye tracking in human-computer interaction and usability research: Current status and future prospects. In Ghaoui C., (Ed.), Encyclopedia of human computer interaction (2nd ed., pp. 211-219). Hershey, PA: Idea Group.
34. Rudin-Brown C. M., Parker H. A., (2004). Behavioural adaptation to adaptive cruise control (ACC): Implications for preventive strategies. Transportation Research Part F Traffic Psychology and Behaviour, 7 (2), 59-76. Retrieved from http://www.sciencedirect.com/science/article/pii/S1369847804000130
35. Saffarian M., Happee R., Winter J. D., (2012). Why do drivers maintain short headways in fog? A driving-simulator study evaluating feeling of risk and lateral control during automated and manual car following. Ergonomics, 55 (9), 971-985.
36. Sheridan T. B., Parasuraman R., (2005). Human-automation interaction. Reviews of Human Factors and Ergonomics, 1 (1), 89-129. doi: 10.1518/155723405783703082
37. Trimble T. E., Bishop R., Morgan J. F., Blanco M., (2014,). Human factors evaluation of level 2 and level 3 automated driving concepts: Past research, state of automation technology, and emerging system concepts (report no. DOT HS 812 043). Washington, DC: National Highway Traffic Safety Administration.
38. Wickens C. D., Hollands J. G., Banbury S., Parasuraman R., (2013). Engineering psychology and human performance (4th ed.). Boston: Pearson.
39. Wickens C. D., Xu X., (2002). Automation trust, reliability and attention (Tech. Rep. No. AHFD-02-14/MAAD-02-2) (pp. 0-66). Savoy, IL: University of Illinois, Aviation Research Lab.
40. Wogalter M. S., Laughery K. R., Mayhorn C. B., (2012). Warnings and hazard communications. In Salvendy G., (Ed.), Handbook of human factors and ergonomics (4th ed., pp. 868-894). New York: Wiley Interscience. doi: 10.1002/9781118131350.ch29