nach oben

Erschienen in:

2021 | OriginalPaper | Buchkapitel

Design for AI-Enhanced Operator Information Ergonomics in a Time-Critical Environment

verfasst von : Jussi Okkonen, Jaakko Hakulinen, Matti Jalava, Heikki Mansikka, Tuuli Keskinen, Markku Turunen

Erschienen in: Advances in Neuroergonomics and Cognitive Engineering

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

Maintaining situational awareness in time-critical operation control is an omni-dimensional optimisation problem. For excellent situational awareness, complete information with sufficient time to process it is prerequisite. Making sound judgement with limited time the flight controllers suffer poor information ergonomics as demanding situations cause cognitive load as well as incoming information is constipated. In this normative paper, design principles and main functionalities are presented for an artificial intelligence powered and extended reality decision support information system.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel Worker Engagement in Routinized Structured Activity Circumvention: Using SSAT to Understand the Significance of Involuntary Cognitive Intentionality

Nächstes Kapitel Feature Comparison of Emotion Estimation by EEG and Heart Rate Variability Indices and Accuracy Evaluation by Machine Learning

Franssila, H., Okkonen, J., Savolainen, R.: Developing measures for information ergonomics in knowledge work. Ergonomics 58, 435–448 (2015). https://doi.org/10.1080/00140139.2015.1073795

Choo, C.: Information Management for the Intelligent Organization: The Art of Scanning the Environment, 3rd edn. Information Today Inc., Medford (2002)

Savolainen, R.: Tiedonhankintatutkimuksen lähtökohtia. In: Serola, S. (toim.) (2010) Ote informaatiosta: Johdatus informaatiotutkimukseen ja interaktiiviseen mediaan. Avain, pp. 75–115 (2010)

Chen, J., Lakhmani, S., Stowers, K., Selkowitz, A., Wright, J., Barnes, M.: Situation awareness-based agent transparency and human-autonomy teaming effectiveness. Theor. Issues Ergon. Sci. 19(3), 259–282 (2018). https://doi.org/10.1080/1463922X.2017.1315750CrossRef

Okkonen, J., Heimonen, T., Savolainen, R., Turunen, M.: Assessing information ergonomics in work by logging and heart rate variability. In: Ahram, T., Falcão, C. (eds) Advances in Usability and User Experience. AHFE 2017. Advances in Intelligent Systems and Computing, vol 607. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-60492-3_41

Kasanen, E., Lukka, K., Siitonen, A.: The constructive approach in management accounting research. J. Manag. Account. Res. 5(1), 243–264 (1993)

Gugerty, L.J.: Situation awareness during driving: explicit and implicit knowledge in dynamic spatial memory. J. Exp. Psychol. Appl. 3(1), 42 (1997)CrossRef

McGuinness, B.: Quantitative Analysis of Situational Awareness (QUASA): Applying Signal Detection Theory to True/False Probes and Self-Ratings (2004)

Endsley, M.R.: Design and evaluation for situation awareness enhancement. Proc. Hum. Factors Soc. Ann. Meet. 32(2), 97–101 (1988). https://doi.org/10.1177/154193128803200221CrossRef

10.

Hauss, Y., Eyferth, K.: Securing future ATM-concepts’ safety by measuring situation awareness in ATC. Aerosp. Sci. Technol. 7(6), 417–427 (2003)CrossRef

11.

Jeannot, E., Kelly, C., Thompson, D.: The development of situation awareness measures in ATM systems. McGuinness & Ebbage 2002 (2003)

12.

Willems, B.F., Heiney, M.: Real-time assessment of situation awareness of air traffic control specialists on operational host computer system and display system replacement hardware. In: USA/Europe Air Traffic Management R&D Seminar, Santa Fe, USA, December 2001

13.

Matthews, G., Zeidner, M., Roberts, R.D.: Seven myths of emotional intelligence. Psychol. Inq. 15, 179–196 (2004)

14.

Waag, W.L., Houck, M.R.: Tools for assessing situational awareness in an operational fighter environment. Aviat. Space Environ. Med. 65(5), A13–A19 (1994)

15.

Matthews, M.D., Beal, S.A.: A field test of two methods for assessing infantry situation awareness. Proc. Hum. Factors Ergon. Soc. Ann. Meet. 46(3), 52–356 (2002). https://doi.org/10.1177/154193120204600329

16.

Pritchett, A., Barhydt, R., Hansman, R., Johnson, E.: Flight simulator testing of cockpit traffic displays using robust situation generation. In: Flight Simulation Technologies Conference, p. 3554, January 1996

17.

Pritchett, A.R., Hansman, R.J.: Use of testable responses for performance-based measurement of situation awareness. Situation Awareness Analysis and Measurement, pp. 189–209 (2000)

18.

O‘Donnell, R.D., Eggemeier, F.T.: Workload assessment methodology. In: Boff, K.R., Kaufman, L., Thomas, J.P. (Eds.) Handbook of Perception and Human Performance. Cognitive Processes and Performance, vol. 2, pp. 1–49. John Wiley & Sons (1986)

19.

Mansikka, H., Virtanen, K., Harris, D.: Dissociation between mental workload performance, and task awareness in pilots of high performance aircraft. IEEE Trans. Hum.-Mach. Syst. 49(1), 1–9 (2019). https://doi.org/10.1109/THMS.2018.2874186CrossRef

20.

Mansikka, H., Virtanen, K., Harris, D.: Comparison of NASA-TLX scale, modified Cooper-Harper scale and mean inter-beat interval as measures of pilot mental workload during simulated flight tasks. Ergonomics 62(2), 246–254 (2019)CrossRef

21.

Endsley, M.R.: The role of situation awareness in naturalistic decision making. In: Zsambok, C.E., Klein, G. (eds.) Naturalistic Decision Making, pp. 269–283. LEA, Mahwah, NJ (1997)

22.

Endsley, M.R.: Measurement of situation awareness in dynamic systems. Hum. Factors 37(1), 65–84 (1995). https://doi.org/10.1518/001872095779049499.S2CID207496393CrossRef

23.

Endsley, M.R.: Toward a theory of situation awareness in dynamic system. Hum. Factors 37(1), 32–64 (1995). https://doi.org/10.1518/001872095779049543.S2CID8347993CrossRef

24.

Crowder, J., Friess, S., Carbone, J.: Artificial Cognition Architectures. Springer, New York (2013). 1007/978-1-4614-8072-3, ISBN 978-1-4614-8071-6

25.

Endsley, M., Rodgers, M.: Situation awareness information requirements analysis for en route air traffic control. Proc. Hum. Factors Ergon. Soc. Ann. Meet. 38(1), 71–75 (1994). https://doi.org/10.1177/154193129403800113CrossRef

26.

Shrestha, Y., Ben-Menahem, S., von Krogh, G.: Organizational decision-making structures in the age of artificial intelligence. Calif. Manage. Rev. 61(4), 66–83 (2019). https://doi.org/10.1177/0008125619862257CrossRef

27.

Crowder, J., Scally, L., Bonato, M.: Applications for intelligent information agents (I2As): learning agents for autonomous space asset management (LAASAM). In: Proceedings of the International Conference on Artificial Intelligence, ICAI 2012, Las Vegas, NV (2012)

28.

Jarrahi, M.H.: Artificial intelligence and the future of work: human-AI symbiosis in organizational decision making. Bus. Horiz. 61(4), 577–586 (2018)

29.

Duan, Y., Edwards, J.S., Dwivedi, Y.K.: Artificial intelligence for decision making in the era of big data - evolution, challenges and research agenda. Int. J. Inform. Manag. 48, 63–71 (2019)

30.

Gursoy, D., Hengxuan Chi, O., Lu, L., Nunkoo, R.: Consumers acceptance of artificially intelligent (AI) device use in service delivery. Int. J. Inform. Manag. 49, 157–169 (2019)

31.

Mahadevaiah, G., Bermejo, I., RV, P., Jaffray, D., Dekker, A., Wee, L.: Artificial intelligence‐based clinical decision support in modern medical physics: selection, acceptance, commissioning, and quality assurance. Med. Phys. 47(5), 228–235 (2020)

Titel: Design for AI-Enhanced Operator Information Ergonomics in a Time-Critical Environment
verfasst von: Jussi Okkonen
Jaakko Hakulinen
Matti Jalava
Heikki Mansikka
Tuuli Keskinen
Markku Turunen
Verlag: Springer International Publishing
Buch: Advances in Neuroergonomics and Cognitive Engineering
Print ISBN: 978-3-030-80284-4

Electronic ISBN: 978-3-030-80285-1

Copyright-Jahr: 2021
DOI: https://doi.org/10.1007/978-3-030-80285-1_26

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner