State of science: mental workload in ergonomics

References

• Annett, J.2002. “Subjective Rating Scales: Science or Art?” Ergonomics45: 966–987.
   PubMed Web of Science ®Google Scholar
• Aoyama, T., and M.Umemura. 1991. “An Examination of the Mental Workload of Design Work in Offices.” In Towards Human Work: Solutions to Problems in Occupational Health and Safety, edited by M.Kumashiro, and E. D.Megaw, 243–249. London: Taylor & Francis.
   Google Scholar
• Averty, P., C.Collet, A.Dittmar, S.Athenes, and E.Vernet-Maury. 2004. “Mental Workload in Air Traffic Control: An Index Constructed from Field Tests.” Aviation, Space, and Environmental Medicine75 (4): 333–341.
   PubMed Web of Science ®Google Scholar
• Ayaz, H., P. A.Shewokis, S.Bunce, K.Izzetoglu, B.Willems, and B.Onaral. 2012. “Optical Brain Monitoring for Operator Training and Mental Workload Assessment.” NeuroImage59: 36–47.
   PubMed Web of Science ®Google Scholar
• Bainbridge, L.1974. “Problems in the Assessment of Mental Load.” Le Travail Humain37: 279–302.
   Web of Science ®Google Scholar
• Baldwin, C. L., and J. T.Coyne. 2003. “Mental Workload as a Function of Traffic Density: Comparison of Physiological, Behavioral, and Subjective Indices.” In Proceedings of the 2nd International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design, edited by D. V.McGehee, J. D.Lee, M.Rizzo, M.Raby, and L.Boyle, 19–24. Iowa City: University of Iowa.
   Google Scholar
• Baldwin, C. L., and F.Schieber. 1995. “Dual Task Assessment of Age Differences in Mental Workload with Implications for Driving.” In Designing for the Global Village. Proceedings of the Human Factors and Ergonomics Society 39th Annual Meeting. Volume 1, 167–171. Santa Monica, CA: The Human Factors and Ergonomics Society.
   Google Scholar
• Basahel, A. M., M. S.Young, and M.Ajovalasit. 2010. “Effects of Interaction between Physical and Mental Workload on Human Performance.” In Contemporary Ergonomics and Human Factors 2010, edited by M.Anderson, 598–601. London: Taylor & Francis.
   Google Scholar
• Bevan, N., and M.Macleod. 1994. “Usability Measurement in Context.” Behaviour and Information Technology13: 132–145.
   Web of Science ®Google Scholar
• Boag, C., A.Neal, S.Loft, and G.Halford. 2006. “An Analysis of Relational Complexity in an Air Traffic Control Conflict Detection Task.” Ergonomics14: 1508–1526.
   Web of Science ®Google Scholar
• Brookhuis, K. A., and D.de Waard. 1993. “The Use of Psychophysiology to Assess Driver Status.” Ergonomics36: 1099–1110.
   PubMed Web of Science ®Google Scholar
• Brookhuis, K. A., and D.de Waard. 2000. “Assessment of Drivers' Workload: Performance, Subjective and Physiological Indices.” In Stress, Workload and Fatigue, edited by P. A.Hancock, and P. A.Desmond, 321–333. Mahwah, NJ: Lawrence Erlbaum.
   Google Scholar
• Brookhuis, K. A., and D.de Waard. 2010. “Measuring Physiology in Simulators.” In Handbook of Driving Simulation for Engineering, Medicine and Psychology, edited by D.Fisher, J. D.Lee, J. K.Caird, and M.Rizzo, 233–241. London: Taylor & Francis.
   Google Scholar
• Brookhuis, K. A., D.de Waard, and S. H.Fairclough. 2003. “Criteria for Driver Impairment.” Ergonomics46: 433–445.
   PubMed Web of Science ®Google Scholar
• Brookhuis, K. A., C. J. G.van Driel, T.Hof, B.van Arem, and M.Hoedemaeker. 2009. “Driving with a Congestion Assistant: Mental Workload and Acceptance.” Applied Ergonomics40 (6): 1019–1025.
   PubMed Web of Science ®Google Scholar
• Cook, J. R., and G.Salvendy. 1999. “Job Enrichment and Mental Workload in Computer-Based Work: Implications for Adaptive Job Design.” International Journal of Industrial Ergonomics24 (1): 13–23.
   Web of Science ®Google Scholar
• Csikszentmihalyi, M.1990. Flow: The Psychology of Optimal Experience. New York: Harper.
   Google Scholar
• Cummings, M., and P.Mitchell. 2007. “Predicting Controller Capacity in Supervisory Control of Multiple UAVs.” IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans38 (2): 451–460.
   Web of Science ®Google Scholar
• Damos, D. L.1988. “Individual Differences in Subjective Estimates of Workload.” In Human Mental Workload, edited by P. A.Hancock, and N.Meshkati, 231–237. North-Holland: Amsterdam.
   Google Scholar
• de Waard, D.1996. The Measurement of Drivers' Mental Workload. PhD diss., Traffic Research Centre, University of Groningen, Haren.
   Google Scholar
• de Waard, D., and K. A.Brookhuis. 1991. “Assessing Driver Status: A Demonstration Experiment on the Road.” Accident Analysis and Prevention23: 297–307.
   PubMed Web of Science ®Google Scholar
• de Waard, D., and K. A.Brookhuis. 1997. “On the Measurement of Driver Mental Workload.” In Traffic and Transport Psychology, edited by J. A.Rothengatter, and E.Carbonell, 161–173. Elsevier: Amsterdam.
   Google Scholar
• Easterbrook, J. A.1959. “The Effect of Emotion on Cue Utilization and the Organization of Behaviour.” Psychological Review66 (3): 183–201.
   PubMed Web of Science ®Google Scholar
• Eggemeier, F. T., and G. F.Wilson. 1991. “Performance-Based and Subjective Assessment of Workload in Multi-Task Environments.” In Multiple-Task Performance, edited by D. L.Damos, 217–278. London: Taylor & Francis.
   Google Scholar
• Ferris, T., C. D.Wickens, and N.Sarter. 2010. “Cockpit Automation: Still Struggling to Catch Up.” In Human Factors in Aviation, edited by E.Salas, T.Allard, and D.Maurino, 479–502. New York: Elsevier.
   Google Scholar
• Flemisch, F. O., and R.Onken. 2002. “Open a Window to the Cognitive Work Process! Pointillist Analysis of Man-Machine Interaction.” Cognition, Technology and Work4 (3): 160–170.
   Google Scholar
• Gawron, V. J.2008. Human Performance, Workload, and Situational Awareness Measures Handbook. 2nd ed.Boca Raton, FL: CRC Press.
   Google Scholar
• Grundgeiger, T., P. M.Sanderson, B.Venkatesh, and H.MacDougall. 2010. “Interruption Management in the Intensive Care Unit: Predicting Resumption Times and Assessing Distributed Support.” Journal of Experimental Psychology: Applied16 (4): 317–334.
   PubMed Web of Science ®Google Scholar
• Gutzwiller, R., C. Wickens, and B. Clegg. 2014. “Workload Overload Modeling: An Experiment with MATB II to Inform a Computational Model of Task Management.” InProceedings of the HFES International Annual Meeting.
   Google Scholar
• Halford, G., W.Wilson, and S.Philips. 1998. “Processing Capacity Defined by Relational Complexity.” Behavioral and Brain Sciences21: 803–831.
   PubMed Web of Science ®Google Scholar
• Hameluck, D.1990. “Mental Models, Mental Workload, and Instrument Scanning in Flight.” In Countdown to the 21st Century. Proceedings of the Human Factors Society 34th Annual Meeting. Volume 1, 76–80. Santa Monica, CA: The Human Factors Society.
   Google Scholar
• Hancock, P. A.1989. “The Effect of Performance Failure and Task Demand on the Perception of Mental Workload.” Applied Ergonomics20: 197–205.
   PubMed Web of Science ®Google Scholar
• Hancock, P. A.1996. “Effect of Control Order, Augmented Feedback, Input Device and Practice on Tracking Performance and Perceived Workload.” Ergonomics39: 1146–1162.
   PubMed Web of Science ®Google Scholar
• Hancock, P. A.2009. Mind, Machine and Morality. Chichester: Ashgate.
   Google Scholar
• Hancock, P. A., and J. K.Caird. 1993. “Experimental Evaluation of a Model of Mental Workload.” Human Factors35 (3): 413–429.
   PubMed Web of Science ®Google Scholar
• Hancock, P. A., and M. H.Chignell. 1987. “Adaptive Control in Human-Machine Systems.” In Human Factors Psychology, edited by P. A.Hancock, 305–345. North-Holland: Amsterdam.
   Google Scholar
• Hancock, P., and M.Chignell. 1988. “Mental Workload Dynamics in Adaptive Interface Design.” IEEE Transactions on Systems, Man, and Cybernetics18 (4): 647–658.
   Web of Science ®Google Scholar
• Hancock, P. A., and N.Meshkati, eds. 1988. Human Mental Workload. Amsterdam: North-Holland.
   Google Scholar
• Hancock, P. A., and J. S.Warm. 1989. “A Dynamic Model of Stress and Sustained Attention.” Human Factors31: 519–537.
   PubMed Web of Science ®Google Scholar
• Hancock, P. A., G.Wulf, D.Thom, and P.Fassnacht. 1990. “Driver Workload during Differing Driving Maneuvers.” Accident Analysis and Prevention22: 281–290.
   PubMed Web of Science ®Google Scholar
• Hao, X., Z.Wang, F.Yang, Y.Wang, Y.Guo, and K.Zhang. 2007. “The Effect of Traffic on Situation Awareness and Mental Workload: Simulator-Based Study.” In HCI International 2007. Proceedings of the 12th International Conference on Human-Computer Interaction, 288–296, available in CD-ROM format. Heidelberg: Springer.
   Google Scholar
• Hart, S. G., and L. E.Staveland. 1988. “Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research.” In Human Mental Workload, edited by P. A.Hancock, and N.Meshkati, 239–250. North-Holland: Amsterdam.
   Google Scholar
• Hart, S. G., and C. D. Wickens. 2010. “Cognitive Workload.” Chap. 5.7 in NASA Human Integration Design Handbook (HIDH), 190–222. Washington, DC: NASA. http://ston.jsc.nasa.gov/collections/trs/_techrep/SP-2010-3407.pdf.
   Google Scholar
• Hayashi, Y.1988. “A Study on Mental Workload of Software Engineers. (2) Work Analysis on the Design Process.” Journal of Science of Labour64 (6): 257–267.
   Google Scholar
• Hayashi, Y., and R.Kosugo. 1987. “A Study of the Mental Workload of Software Engineers.” Journal of Science of Labour63 (7): 351–359.
   Google Scholar
• Hilburn, B.1997. “Dynamic Decision Aiding: The Impact of Adaptive Automation on Mental Workload.” In Engineering Psychology and Cognitive Ergonomics, edited by D.Harris, 193–200. Ashgate: Aldershot.
   Google Scholar
• Hockey, G. R. J.1997. “Compensatory Control in the Regulation of Human Performance under Stress and High Workload: A Cognitive-Energetical Framework.” Biological Psychology45: 73–93.
   PubMed Web of Science ®Google Scholar
• Hoogendoorn, R. G., S. P.Hoogendoorn, K. A.Brookhuis, and W.Daamen. 2010. “Psychological Elements in Car-Following Models: Mental Workload in Case of Incidents in the Other Driving Lane.” Procedia Engineering3: 87–99.
   Google Scholar
• Horrey, W. J., D. J. Simons, E. G. Buschmann, and K. M. Zinter. 2006. “Assessing Interference from Mental Workload Using a Naturalistic Simulated Driving Task: A Pilot Study.” In Proceedings of the Human Factors and Ergonomics Society 50th Annual Meeting, available in CD-ROM format, 2003–2007. Santa Monica, CA: Human Factors and Ergonomics Society.
   Google Scholar
• Horrey, W. J., and C. D.Wickens. 2003. “Multiple Resource Modeling of Task Interference in Vehicle Control, Hazard Awareness and In-Vehicle Task Performance.” In Proceedings of the Second International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design, 7–12. Iowa City: University of Iowa.
   Google Scholar
• Huey, F. M., and C. D.Wickens. 1993. Workload Transition: Implications for Individual and Team Performance. Washington, DC: National Academy Press.
   Google Scholar
• Huppert, T. J., R. D.Hoge, S. G.Diamond, M. A.Franceschini, and D. A.Boas. 2006. “A Temporal Comparison of BOLD, ASL, and NIRS Hemodynamic Responses to Motor Stimuli in Adult Humans.” NeuroImage29: 368–382.
   PubMed Web of Science ®Google Scholar
• ISO 10075. 2000. Ergonomic Principles Related to Mental Work-Load. Brussels: CEN.
   Google Scholar
• Itoh, Y., Y.Hayashi, I.Tsukui, and S.Saito. 1990. “The Ergonomic Evaluation of Eye Movement and Mental Workload in Aircraft Pilots.” Ergonomics33: 719–733.
   PubMed Web of Science ®Google Scholar
• Jarvenpaa, E.1986. “Mental Workload in CAD-Work: Computer Aided Design of Printed Circuit Boards as an Example.” In Psychological Aspects of the Technological and Organizational Change in Work, edited by L.Norros, and M.Vartiainen, 107–112. Helsinki: Finnish Psychological Society.
   Google Scholar
• Jarvenpaa, E.1990. “Mental Workload in Different Phases of the Implementation of New Technology: The Implementation of Office Automation as an Example.” In Proceedings of the International Ergonomics Association Conference on Human Factors in Design for Manufacturability and Process Planning, 159–163.
   Google Scholar
• Jarvenpaa, E., and V.Teikari. 1987a. “Mental Workload in Simple and Complicated Computer Aided Design.” In Social, Ergonomic and Stress Aspects of Work with Computers, edited by G.Salvendy, S. L.Sauter, and J. J.Hurrell, 271–276. Elsevier: Amsterdam.
   Google Scholar
• Jarvenpaa, E., and V.Teikari. 1987b. “On Mental Workload and the Level of Skills in Computer Aided Design of Printed Circuit Boards.” In The Technological Change and Work Psychology, edited by V.Teikari, and M.Vartiainen, 107–113. Helsinki: Finnish Psychological Society.
   Google Scholar
• Jessurun, M., F. J. J. M.Steyvers, and K. A.Brookhuis. 1993. “Perception, Activation and Driving Behaviour during a Ride on a Motorway.” In Vision in Vehicles IV, edited by A. G.Gale, I. D.Brown, C. M.Haslegrave, H. W.Kruysse, and S. P.Taylor, 335–337. Elsevier: Amsterdam.
   Google Scholar
• Jordan, P. W., and G. I.Johnson. 1993. “Exploring Mental Workload via TLX: The Case of Operating a Car Stereo whilst Driving.” In Vision in Vehicles IV, edited by A. G.Gale, I. D.Brown, C. M.Haslegrave, H. W.Kruysse, and S. P.Taylor, 255–262. Elsevier: Amsterdam.
   Google Scholar
• Kirwan, B., and L.Ainsworth. 1992. A Guide to Task Analysis. London: Taylor & Francis.
   Google Scholar
• Klonowicz, T.1995. “Mental Workload and Health: A Latent Threat.” International Journal of Occupational Safety and Ergonomics1 (2): 130–135.
   PubMedGoogle Scholar
• Kuriyagawa, Y., and I. Kageyama. 2003. “A Study on the Evaluation Model of Mental Workload for Drivers.” In Ergonomics in the Digital Age. Proceedings of the XVth Triennial Congress of the International Ergonomics Association and the 7th Joint Conference of the Ergonomics Society of Korea and the Japan Ergonomics Society.
   Google Scholar
• Lansdown, T. C., N.Brook-Carter, and T.Kersloot. 2004. “Distraction from Multiple In-Vehicle Secondary Tasks: Vehicle Performance and Mental Workload Implications.” Ergonomics47 (1): 91–104.
   PubMed Web of Science ®Google Scholar
• Lassiter, D. L., D. G.Morrow, G. E.Hinson, M.Miller, and D. Z.Hambrick. 1996. “Expertise and Age Effects on Pilot Mental Workload in a Simulated Aviation Task.” In Human Centered Technology – Key to the Future. Proceedings of the Human Factors and Ergonomics Society 40th Annual Meeting. Volume 1, 133–137. Santa Monica, CA: The Human Factors and Ergonomics Society.
   Google Scholar
• Lei, S., S.Welke, and M.Roetting. 2009. “Represenation of Driver's Mental Workload in EEG Data.” In Human Factors, Security and Safety, edited by D.de Waard, J.Godthelp, F.Kooi, and K.Brookhuis, 285–294. Maastricht: Shaker.
   Google Scholar
• Lenior, T. M. J., and M. P.Gobel. 1997. “Predicting Mental Workload for Train Traffic Control Tasks.” In From Experience to Innovation - IEA ’97. Proceedings of the 13th Triennial Congress of the International Ergonomics Association, edited by P.Seppala, T.Luopajarvi, C. H.Nygard, and M.Mattila, 358–360. Finnish Institut.
   Google Scholar
• Loewenthal, A., M.Chignell, and P.Hancock. 1985. “Use of Mental Workload Measures in Interface Design.” In IEEE 1985 Proceedings of the International Conference on Cybernetics and Society, 624–626. New York: IEEE.
   Google Scholar
• Loft, S., P.Sanderson, A.Neal, and M.Mooij. 2007. “Modeling and Predicting Mental Workload in En Route Air Traffic Control: Critical Review and Broader Implications.” Human Factors49 (3): 376–399.
   PubMed Web of Science ®Google Scholar
• Low, I.2003. “Assessment of the Impact on Mental Workload from Advanced Air Traffic Management Systems: A Diagnostic Tool.” In Ergonomics in the Digital Age. Proceedings of the XVth Triennial Congress of the International Ergonomics Association and the 7th Joint Conference of the Ergonomics Society of Korea and the Japan Ergonomics Society.
   Google Scholar
• MacDonald, W. A.1999. “Train Controller Interface Design: Factors Influencing Mental Workload.” In People in Control, 31–36. London: Institution of Electrical Engineers.
   Google Scholar
• MacDonald, W.2001. “Train Controllers, Interface Design and Mental Workload.” In People in Control: Human Factors in Control Room Design, edited by J.Noyes, and M.Bransby, 239–258. London: Institution of Electrical Engineers.
   Google Scholar
• Makeig, S., M.Westerfield, T. P.Jung, S.Enghoff, J.Townsend, and E.Courchesne. 2002. “Dynamic Brain Sources of Visual Evoked Responses.” Science295 (5555): 690–694.
   PubMed Web of Science ®Google Scholar
• Makishita, H., and K.Matsunaga. 2005. “Influence of Mental Workload on Reaction Time while Driving a Car.” Japanese Journal of Ergonomics41 (4): 228–236.
   Google Scholar
• Makishita, H., and K.Matsunaga. 2008. “Differences of Drivers' Reaction Times According to Age and Mental Workload.” Accident Analysis and Prevention40 (2): 567–575.
   PubMed Web of Science ®Google Scholar
• Mallis, M. M., and D. F.Dinges. 2004. “Monitoring Alertness by Eyelid Closure.” In Handbook of Ergonomics and Human Factors Methods, edited by N.Stanton, A.Hedge, H. W.Hendrick, K. A.Brookhuis, and E.Salas. Chap. 25. London: Taylor & Francis.
   Google Scholar
• Marras, W. S., and P. A.Hancock. 2014. “Putting Mind and Body Back Together: A Human-Systems Approach to the Integration of the Physical and Cognitive Dimensions of Task Design and Operations.” Applied Ergonomics45 (1): 55–60.
   PubMed Web of Science ®Google Scholar
• Masalonis, A. J., J. A.Duley, and R.Parasuraman. 1999. “Effects of Manual and Autopilot Control on Mental Workload and Vigilance during Simulated General Aviation Flight.” Transportation Human Factors1 (2): 187–200.
   Google Scholar
• Matthews, G., and D. R.Davies. 2001. “Individual Differences in Energetic Arousal and Sustained Attention: A Dual-Task Study.” Personality and Individual Differences31: 575–589.
   Web of Science ®Google Scholar
• Matthews, G., and P. A.Desmond. 1997. “Underload and Performance Impairment: Evidence from Studies of Stress and Simulated Driving.” In Engineering Psychology and Cognitive Ergonomics, edited by D.Harris, 355–361. Ashgate: Aldershot.
   Google Scholar
• Mehta, R. K., and R.Parasuraman. 2013. “Neuroergonomics: A Review of Applications to Physical and Cognitive Work.” Frontiers in Human Neuroscience7: 889.
   PubMed Web of Science ®Google Scholar
• Metzger, U., and R.Parasuraman. 2005. “Automation in Future Air Traffic Management: Effects of Decision Aid Reliability on Controller Performance and Mental Workload.” Human Factors47 (1): 35–49.
   PubMed Web of Science ®Google Scholar
• Moray, N. E.1979. Mental Workload: Its Theory and Measurement. New York: Plenum Press.
   Google Scholar
• Morrow, D. G., R.North, and C. D.Wickens. 2006. “Reducing and Mitigating Human Error in Medicine.” Reviews of Human Factors and Ergonomics1 (1): 254–296.
   Google Scholar
• Mulder, L. J. M.1992. “Measurement and Analysis Methods of Heart Rate and Respiration for Use in Applied Environments.” Biological Psychology34: 205–236.
   PubMed Web of Science ®Google Scholar
• Mussgnug, J., M. Neumann, and K. Landau. 2000. “Quantifying Mental Workload of Operators in Future Control-Centres of the Deutsche Bahn AG.” In Ergonomics for the New Millennium. Proceedings of the XIVth Triennial Congress of the International Ergonomics Association and 44th Annual Meeting of the Human Factors and Ergonomics Society, 527–529.
   Google Scholar
• Myrtek, M., E.Deutschmann-Janicke, H.Strohmaier, W.Zimmermann, S.Lawerenz, G.Brügner, and W.Müller. 1994. “Physical, Mental, Emotional, and Subjective Workload Components in Train Drivers.” Ergonomics37: 1195–1203.
   PubMed Web of Science ®Google Scholar
• Nowakowski, M.1987. “Personalized Recognition of Mental Workload in the Human-Computer System.” In Social, Ergonomic and Stress Aspects of Work with Computers, edited by G.Salvendy, S. L.Sauter, and J. J.Hurrell, 75–82. Elsevier: Amsterdam.
   Google Scholar
• Nunes, A., and M. L.Matthews. 2002. “Predictive Aids in Air Traffic Control: Situation Awareness and Mental Workload Implications.” In Human Factors in Transportation, Communication, Health, and the Workplace, edited by D.de Waard, K. A.Brookhuis, J.Moraal, and A.Toffetti, 209–211. Maastricht: Shaker.
   Google Scholar
• Parasuraman, R.2011. “Neuroergonomics: Brain, Cognition, and Performance at Work.” Current Directions in Psychological Science20: 181–186.
   Web of Science ®Google Scholar
• Parasuraman, R., and P. A.Hancock. 2001. “Adaptive Control of Mental Workload.” In Stress, Workload and Fatigue, edited by P. A.Hancock, and P. A.Desmond, 305–320. Mahwah, NJ: Lawrence Erlbaum.
   Google Scholar
• Parks, D. L., and G. P.BoucekJr.. 1989. “Workload Prediction, Diagnosis, and Continuing Challenges.” In Applications of Human Performance Models to System Design, edited by G. R.McMillan, D.Beevis, E.Salas, M. H.Strub, R.Sutton, and L.van Breda, 47–64. New York: Plenum.
   Google Scholar
• Perrey, S., T.Thedon, and T.Rupp. 2010. “NIRS in Ergonomics: Its Application in Industry for Promotion of Health and Human Performance at Work.” International Journal of Industrial Ergonomics40 (2): 185–189.
   Web of Science ®Google Scholar
• Pickup, L., and J. R.Wilson. 2007. “Mental Workload Assessment and the Development of the Operational Demand Evaluation Checklist (ODEC) for Signallers.” In People and Rail Systems: Human Factors at the Heart of the Railway, edited by J.Wilson, B.Norris, TClarke, and A.Mills, 215–223. Ashgate: Aldershot.
   Google Scholar
• Pickup, L., J.Wilson, and T.Clarke. 2003. “Mental Workload of the Railway Signaller.” In Contemporary Ergonomics, edited by P. T.McCabe, 397–402. London: Taylor & Francis.
   Google Scholar
• Pickup, L., J. R.Wilson, S.Nichols, and S.Smith. 2005a. “A Conceptual Framework of Mental Workload and the Development of a Self-Reporting Integrated Workload Scale for Railway Signallers.” In Rail Human Factors: Supporting the Integrated Railway, edited by J. R.Wilson, B.Norris, T.Clarke, and A.Mills, 319–329. Ashgate: Aldershot.
   Google Scholar
• Pickup, L., J. R.Wilson, S.Sharples, B.Norris, T.Clarke, and M. S.Young. 2005b. “Fundamental Examination of Mental Workload in the Rail Industry.” Theoretical Issues in Ergonomics Science6 (6): 463–482.
   Google Scholar
• Piechulla, W., C.Mayser, H.Gehrke, and W.Konig. 2003. “Reducing Drivers' Mental Workload by Means of an Adaptive Man-Machine Interface.” Transportation Research Part F: Traffic Psychology and Behaviour6 (4): 233–248.
   Google Scholar
• Posner, M. I.2012. “Expanding Horizons in Ergonomics Research.” NeuroImage59: 149–153.
   PubMed Web of Science ®Google Scholar
• Rau, R.2004. “Ambulatory Assessment of Blood Pressure to Evaluate Work Load.” In Handbook of Ergonomics and Human Factors Methods, edited by N.Stanton, A.Hedge, H. W.Hendrick, K. A.Brookhuis, and E.Salas. Chap. 24. London: Taylor & Francis.
   Google Scholar
• Recarte, M. A., and L. M.Nunes. 2003. “Mental Workload while Driving: Effects on Visual Search, Discrimination, and Decision Making.” Journal of Experimental Psychology: Applied9 (2): 119–137.
   PubMed Web of Science ®Google Scholar
• Regan, M. A., J. D.Lee, and T. W.Victor, eds. 2013. Driver Distraction and Inattention: Advances in Research and Countermeasures. Volume 1. Farnham: Ashgate.
   Google Scholar
• Regan, M. A., J. D.Lee, and K. L.Young, eds. 2009. Driver Distraction: Theory, Effects and Mitigation. Boca Raton, FL: CRC Press.
   Google Scholar
• Reid, G. B., and T. E.Nygren. 1988. “The Subjective Workload Assessment Technique: A Scaling Procedure for Measuring Mental Workload.” In Human Mental Workload, edited by P. A.Hancock, and N.Meshkati, 185–218. Amsterdam: North-Holland.
   Google Scholar
• Salvucci, D. D., and N. A.Taatgen. 2011. “Towards a Unified View of Cognitive Control.” Topics in Cognitive Science3 (2): 227–230.
   PubMed Web of Science ®Google Scholar
• Sarter, N. B., and D. D.Woods. 1995. “How in the World Did We Ever Get into that Mode? Mode Error and Awareness in Supervisory Control.” Human Factors37 (1): 5–19.
   Web of Science ®Google Scholar
• Schaap, T. W., A. R. A.van der Horst, B.van Arem, and K. A.Brookhuis. 2008. “Drivers' Reactions to Sudden Braking by Lead Car under Varying Workload Conditions; Towards a Driver Support System.” IET Intelligent Transport Systems2: 249–257.
   Web of Science ®Google Scholar
• Schaap, T. W., A. R. A.van der Horst, B.van Arem, and K. A.Brookhuis. 2013. “The Relationship between Driver Distraction and Mental Workload.” In Driver Distraction and Inattention: Advances in Research and Countermeasures, edited by M. A.Regan, J. D.Lee, and T. W.Viktor. Volume 1, 63–80. Farnham: Ashgate.
   Google Scholar
• Schlegel, R. E.1993. “Driver Mental Workload.” In Automotive Ergonomics, edited by B.Peacock, and W.Karwowski, 359–382. London: Taylor & Francis.
   Google Scholar
• Schlorholtz, B. J., and F.Schieber. 2006. “Assessment of Age Differences in Mental Workload While Driving Using Verbal versus Visual-Spatial Subsidiary Tasks.” In Proceedings of the Human Factors and Ergonomics Society 50th Annual Meeting, available in CD-ROM format2378–2382. Santa Monica, CA: Human Factors and Ergonomics Society.
   Google Scholar
• Schneider, W., and R. M.Shiffrin. 1977. “Controlled and Automatic Human Information Processing: 1. Detection, Search, and Attention.” Psychological Review84: 1–66.
   Web of Science ®Google Scholar
• Schwalm, M., A.Keinath, and H. D.Zimmer. 2008. “Pupillometry as a Method for Measuring Mental Workload within a Simulated Driving Task.” In Human Factors for Assistance and Automation, edited by D.de Waard, F.Flemisch, B.Lorenz, H.Oberheid, and K.Brookhuis, 75–87. Maastricht: Shaker.
   Google Scholar
• Sebok, A., C.Wickens, N.Sarter, S.Quesada, C.Socash, and B.Anthony. 2012. “The Automation Design Advisor Tool (ADAT): Development and Validation of a Model-Based Tool to Support Flight Deck Automation Design for Nextgen Operations.” Human Factors and Ergonomics in Manufacturing and Service Industries22 (5): 378–394.
   Web of Science ®Google Scholar
• Shaw, T. H., K.Satterfield, R.Ramirez, and V.Finomore. 2013. “Using Cerebral Hemovelocity to Measure Workload during a Spatialised Auditory Vigilance Task in Novice and Experienced Observers.” Ergonomics56 (8): 1251–1263.
   PubMed Web of Science ®Google Scholar
• Simoes, A., J. Carvalhais, P. Ferreira, J. Correia, and M. Lourenco. 2005. “Research on Fatigue and Mental Workload of Railway Drivers and Traffic Controllers.” In Proceedings of the Second European Conference on Rail Human Factors.
   Google Scholar
• Simoes, A., J.Carvalhais, P.Ferreira, J.Correia, and M.Lourenco. 2007. “Research on Fatigue and Mental Workload of Railway Drivers and Traffic Controllers.” In People and Rail Systems: Human Factors at the Heart of the Railway, edited by J.Wilson, B.Norris, TClarke, and A.Mills, 553–563. Ashgate: Aldershot.
   Google Scholar
• Sirevaag, E. J., A. F.Kramer, C. D.Wickens, M.Reisweber, D. L.Strayer, and J. F.Grenell. 1993. “Assessment of Pilot Performance and Mental Workload in Rotary Wing Aircraft.” Ergonomics36 (9): 1121–1140.
   PubMed Web of Science ®Google Scholar
• Smith, K., and P. A.Hancock. 1995. “Situation Awareness Is Adaptive, Externally Directed Consciousness.” Human Factors37 (1): 137–148.
   Web of Science ®Google Scholar
• Sperandio, A.1978. “The Regulation of Working Methods as a Function of Workload among Air Traffic Controllers.” Ergonomics21: 367–390.
   Web of Science ®Google Scholar
• Strangman, G., J. P.Culver, J. H.Thompson, and D. A.Boas. 2002. “A Quantitative Comparison of Simultaneous BOLD fMRI and NIRS Recordings during Functional Brain Activation.” NeuroImage17: 719–731.
   PubMed Web of Science ®Google Scholar
• Svensson, E.1997. “Pilot Mental Workload and Situational Awareness – Psychological Models of the Pilot.” In Decision Making under Stress: Emerging Themes and Applications, edited by R.Flin, E.Salas, M.Strub, and L.Martin, 261–267. Ashgate: Aldershot.
   Google Scholar
• Svensson, E., and M.Angelborg-Thanderz. 1995. “Mental Workload and Performance in Combat Aircraft: Systems Evaluation.” In Human Factors in Aviation Operations, edited by R.Fuller, N.Johnston, and N.McDonald, 313–318. Ashgate: Aldershot.
   Google Scholar
• Svensson, E., M.Angelborg-Thanderz, and L.Sjoberg. 1993. “Mission Challenge, Mental Workload and Performance in Military Aviation.” Aviation, Space & Environmental Medicine64 (11): 985–991.
   PubMed Web of Science ®Google Scholar
• Svensson, E., M.Angelborg-Thanderz, L.Sjoberg, and S.Olsson. 1997. “Information Complexity – Mental Workload and Performance in Combat Aircraft.” Ergonomics40 (3): 362–380.
   PubMed Web of Science ®Google Scholar
• Szalma, J. L.2009. “Individual Differences in Performance, Workload, and Stress in Sustained Attention: Optimism and Pessimism.” Personality and Individual Differences47: 444–451.
   Web of Science ®Google Scholar
• Tokunaga, R. A., A.Shimojo, T.Hagiwara, S.Kagaya, and K. E.Uchida. 2001. “Effects of Cellular Telephone Use While Driving Based on Objective and Subjective Mental Workload Assessment.” In Proceedings of the International Driving Symposium on Human Factors in Driver Assessment, Training and Vehicle Design, edited by D. V.McGehee, J. D.Lee, M.Rizzo, K.Holeton, and T.Lopes, 112–117. Iowa City: University of Iowa.
   Google Scholar
• Tornros, J., and A.Bolling. 2006. “Mobile Phone Use – Effects of Conversation on Mental Workload and Driving Speed in Rural and Urban Environments.” Transportation Research Part F: Traffic Psychology and Behaviour9 (4): 298–306.
   Web of Science ®Google Scholar
• Trafton, J. G., and C.Monk. 2007. “Dealing with interruptions.” Reviews of Human Factors and Ergonomics3 (1): 111–126.
   Google Scholar
• Tsang, P., and M. A.Vidulich. 2006. “Mental Workload and Situation Awareness.” In Handbook of Human Factors and Ergonomics, edited by G.Salvendy, 243–268. Hoboken, NJ: Wiley.
   Google Scholar
• Uchiyama, Y., S. I.Kojima, T.Hongo, R.Terashima, and T.Wakita. 2002. “Voice Information System Adapted to Driver's Mental Workload.” In Bridging Fundamentals and New Opportunities. Proceedings of the 46th Annual Meeting of the Human Factors and Ergonomics Society, 1871–1875. Santa Monica, CA: Human Factors and Ergonomics Society.
   Google Scholar
• Unema, P., and M.Rotting. 1990. “Differences in Eye Movements and Mental Workload between Experienced and Inexperienced Motor-Vehicle Drivers.” In Visual Search, edited by D.Brogan, 193–202. London: Taylor & Francis.
   Google Scholar
• van Winsum, W., M.Martens, and L.Herland. 1999. The Effects of Speech Versus Tactile Driver Support Messages on Workload, Driver Behaviour and User Acceptance. Report TM–01–D009Soesterberg: TNO Human Factors Research Institute.
   Google Scholar
• Vidulich, M. A., and C. D.Wickens. 1986. “Causes of Dissociation between Subjective Workload Measures and Performance; Caveats for the Use of Subjective Assessments.” Applied Ergonomics17: 291–296.
   PubMed Web of Science ®Google Scholar
• Ward, N. J., C.Shankwitz, A.Gorgestani, M.Donath, D.de Waard, and E. R.Boer. 2006. “An Evaluation of a Lane Support System for Bus Rapid Transit on Narrow Shoulders and the Relation to Bus Driver Mental Workload.” Ergonomics49 (9): 832–859.
   PubMed Web of Science ®Google Scholar
• Warm, J. S., W. N.Dember, and P. A.Hancock. 1996. “Vigilance and Workload in Automated Systems.” In Automation and Human Performance: Theory and Applications, edited by R.Parasuraman, and M.Mouloua, 183–200. Mahwah, NJ: Lawrence Erlbaum.
   Google Scholar
• Weikert, C., and J.Naslund. 2006. “Task Analysis, Subjective Mental Workload and Incidents in Airport Tower Air Traffic Control during Adverse Weather Conditions.” In Developments in Human Factors in Transportation, Design, and Evaluation, edited by D.de Waard, K. A.Brookhuis, and A.Toffetti, 153–155. Maastricht: Shaker.
   Google Scholar
• Welford, A. T.1978. “Mental Work-Load as a Function of Demand, Capacity, Strategy and Skill.” Ergonomics21: 151–167.
   PubMed Web of Science ®Google Scholar
• Wickens, C. D.1980. “The Structure of Attentional Resources.” In Attention and Performance VIII, edited by R.Nickerson, 239–257. Hillsdale, NJ: Erlbaum.
   Google Scholar
• Wickens, C. D.2002. “Multiple Resources and Performance Prediction.” Theoretical Issues in Ergonomics Science3: 159–177.
   Google Scholar
• Wickens, C. D.2005. “Multiple Resource Time Sharing Models.” In Handbook of Human Factors and Ergonomics Methods, edited by N.Stanton, A.Hedge, K.Brookhuis, E.Salas, and H.Hendrick, 40.1–40.7. Boca Raton, FL: CRC Press.
   Google Scholar
• Wickens, C. D.2008. “Multiple Resources and Mental Workload.” Human Factors50 (3): 449–455.
   PubMed Web of Science ®Google Scholar
• Wickens, C., T.Bagnall, M.Gosakan, and B.Walters. 2011. “Modeling Single Pilot Control of Multiple UAVs.” In Proceedings of the 16th International Symposium on Aviation Psychology, available in CD-ROM format edited by M.Vidulich, and P.Tsang. Dayton, OH: Wright State University.
   Google Scholar
• Wickens, C. D., and J. G.Hollands. 2000. Engineering Psychology and Human Performance. 3rd ed.Upper Saddle River, NJ: Pearson.
   Google Scholar
• Wickens, C. D., J. G.Hollands, S.Banbury, and R.Parasuraman. 2013. Engineering Psychology and Human Performance. 4th ed.Upper Saddle River, NJ: Pearson.
   Google Scholar
• Wickens, C. D., and J.McCarley. 2008. Applied attention theory. Mahwah, NJ: Erlbaum.
   Google Scholar
• Wickens, C. D., A.Santamaria, and A.Sebok. 2013. “A Computational Model of Task Overload Management and Task Switching.” Proceedings of the Human Factors and Ergonomics Society Annual Meeting57 (1): 763–767. Santa Monica, CA: Human Factors and Ergonomics Society.
   Google Scholar
• Wickens, C. D., and P.Tsang. 2014. “Workload.” In Handbook of Human-Systems Integration, edited by F.Durso. Washington, DC: American Psychological Association.
   Google Scholar
• Widyanti, A., D.de Waard, A.Johnson, and B.Mulder. 2013. “National Culture Moderates the Influence of Mental Effort on Subjective and Cardiovascular Measures.” Ergonomics56 (2): 182–194.
   PubMed Web of Science ®Google Scholar
• Wiener, E. L.1989. Human Factors of Advanced Technology (‘Glass Cockpit’) Transport Aircraft. National Aeronautics and Space Administration (NASA) Contractor Rep. No. 177528Moffett Field, CA: NASA-Ames Research Center.
   Google Scholar
• Wilson, J. R., and B. J.Norris. 2005. “Rail Human Factors: Past, Present and Future.” Applied Ergonomics36: 649–660.
   PubMed Web of Science ®Google Scholar
• Wilson, J. R., L.Pickup, B. J.Norris, S.Nichols, and L.Mitchell. 2005. “Understanding of Mental Workload in the Railways.” In Rail Human Factors: Supporting the Integrated Railway, edited by J. R.Wilson, B.Norris, T.Clarke, and A.Mills, 309–318. Ashgate: Aldershot.
   Google Scholar
• Wilson, J. R., and J. A.Rajan. 1995. “Human-Machine Interfaces for Systems Control.” In Evaluation of Human Work: A Practical Ergonomics Methodology, edited by J. R.Wilson, and E. N.Corlett, 357–405. London: Taylor & Francis.
   Google Scholar
• Wu, C., and Y.Liu. 2006. “Queuing Network Modeling of Age Differences in Driver Mental Workload and Performance.” In Proceedings of the Human Factors and Ergonomics Society 50th Annual Meeting, available in CD-ROM format190–194. Santa Monica, CA: Human Factors and Ergonomics Society.
   Google Scholar
• Yeh, Y. Y., and C. D.Wickens. 1988. “Dissociation of Performance and Subjective Measures of Workload.” Human Factors30: 111–120.
   Web of Science ®Google Scholar
• Yerkes, R. M., and J. D.Dodson. 1908. “The Relation of Strength of Stimulus to Rapidity of Habit Formation.” Journal of Comparative Neurological Psychology18: 459–482.
   Google Scholar
• Young, M. S., and N. A.Stanton. 1997a. “Automotive Automation: Effects, Problems and Implications for Driver Mental Workload.” In Engineering Psychology and Cognitive Ergonomics: Vol. 1 – Transportation Systems, edited by D.Harris, 347–354. Ashgate: Aldershot.
   Google Scholar
• Young, M. S., and N. A.Stanton. 1997b. “Automotive Automation: Investigating the Impact on Drivers' Mental Workload.” International Journal of Cognitive Ergonomics1 (4): 325–336.
   Google Scholar
• Young, M., and N.Stanton. 1997c. “Taking the Load Off: Investigating the Effects of Vehicle Automation on Driver Mental Workload.” In Contemporary Ergonomics 1997, edited by S.Robertson, 98–103. London: Taylor & Francis.
   Google Scholar
• Young, M., and N.Stanton. 1998. “What's Skill Got to Do with It? Vehicle Automation and Driver Mental Workload.” In Contemporary Ergonomics 1998, edited by M. A.Hanson, 436–440. London: Taylor & Francis.
   Google Scholar
• Young, M. S., and N. A.Stanton. 2002. “Malleable Attentional Resources Theory: A New Explanation for the Effects of Mental Underload on Performance.” Human Factors44 (3): 365–375.
   PubMed Web of Science ®Google Scholar
• Young, M. S., and N. A.Stanton. 2004. “Taking the Load Off: Investigations of How Adaptive Cruise Control Affects Mental Workload.” Ergonomics47 (9): 1014–1035.
   PubMed Web of Science ®Google Scholar
• Young, M. S., and N. A.Stanton. 2005. “Mental workload.” In Handbook of Human Factors and Ergonomics Methods, edited by N. A.Stanton, A.Hedge, K.Brookhuis, E.Salas, and H. W.Hendrick. Chap. 39. London: Taylor & Francis.
   Google Scholar
• Young, M. S., and N. A.Stanton. 2007. “What's Skill Got to Do with It? Vehicle Automation and Driver Mental Workload.” Ergonomics50 (8): 1324–1339.
   PubMed Web of Science ®Google Scholar
• Zander, T. O., and C.Kothe. 2011. “Towards Passive Brain-Computer Interfaces: Applying Brain-Computer Interface Technology to Human-Machine Systems in General.” Journal of Neural Engineering8: 025005. http://www.ncbi.nlm.nih.gov/pubmed/21436512.
   Web of Science ®Google Scholar
• Zeitlin, L. R.1993. “Subsidiary Task Measures of Driver Mental Workload: A Long-Term Field Study.” In Driver Performance: Measurement and Modeling, IVHS, Information Systems, and Simulation, by the Transportation Research Board, National Research Council, Washington, DC. National Academy Press, Washington, DC, Transportation Research Record No.1403, 23–27.
   Google Scholar
• Zeitlin, L. R.1995. “Estimates of Driver Mental Workload: A Long-Term Field Trial of Two Subsidiary Tasks.” Human Factors37 (3): 611–621.
   Web of Science ®Google Scholar
• Zeitlin, L. R.1998. “Micromodel for Objective Estimation of Driver Mental Workload from Task Data.” In Driver and Vehicle Modeling, Transportation Research Record No.1631, 28–34. Washington, DC: Transportation Research Board, National Research Council.
   Google Scholar
• Zijlstra, F. R. H.1993. “Efficiency in Work Behavior. A Design Approach for Modern Tools.” PhD diss., Delft University of Technology. Delft: Delft University Press.
   Google Scholar