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Human Intelligent Machine Teaming in Single Pilot Operation: A Case Study

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Augmented Cognition (HCII 2022)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 13310))

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Abstract

With recent advances in artificial intelligence (AI) and learning based systems, industries have started to integrate AI components into their products and workflows. In areas where frequent testing and development is possible these system have proved to be quite useful such as in automotive industry where vehicle are now equipped with advanced driver-assistant systems (ADAS) capable of self-driving, route planning, and maintaining safe distances from lanes and other vehicles. However, as the safety-critical aspect of task increases, more difficult and expensive it is to develop and test AI-based solutions. Such is the case in aviation and therefore, development must happen over longer periods of time and in a step-by-step manner. This paper focuses on creating an interface between the human pilot and a potential assistant system that helps the pilot navigate through a complex flight scenario. Verbal communication and augmented reality (AR) were chosen as means of communication and the verbal communication was carried out in a wizard-of-Oz (WoOz) fashion. The interface was tested in a flight simulator and it’s usefulness was evaluated by NASA-TLX and SART questionnaires for workload and situation awareness.

N. Minaskan and C. Alban-Dromoy—These authors contributed equally to this work.

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References

  1. Airplanes, B.C.: Statistical summary of commercial jet airplane accidents. Worldwide Operations 2008 (1959)

    Google Scholar 

  2. Amershi, S., et al.: Guidelines for human-AI interaction, May 2019. https://doi.org/10.1145/3290605.3300233

  3. Bailey, R.E., Kramer, L.J., Kennedy, K.D., Stephens, C.L., Etherington, T.J.: An assessment of reduced crew and single pilot operations in commercial transport aircraft operations. In: 2017 IEEE/AIAA 36th Digital Avionics Systems Conference (DASC), pp. 1–15. IEEE (2017)

    Google Scholar 

  4. Bainbridge, L.: Ironies of automation. In: Analysis, Design and Evaluation of Man-Machine Systems, pp. 129–135. Elsevier (1983)

    Google Scholar 

  5. Biella, M., Wies, M., Charles, R., Maille, N., Nixon, J.: How eye tracking data can enhance human performance in tomorrow’s cockpit. results from a flight simulation study in future sky safety. In: Joint AIAA and Royal Aeronautical Society (RaeS) Fall Conference on Modeling and Simulation for ATM (2017)

    Google Scholar 

  6. Craggs, I.: Mqtt for.net. https://github.com/eclipse/paho.mqtt.m2mqtt. https://github.com/eclipse/paho.mqtt.m2mqtt

  7. Cummings, M.L., Stimpson, A., Clamann, M.: Functional requirements for onboard intelligent automation in single pilot operations. In: AIAA Infotech@ Aerospace, p. 1652 (2016)

    Google Scholar 

  8. DeJohn, C.A., Wolbrink, A.M., Larcher, J.G.: In-flight medical incapacitation and impairment of us airline pilots: 1993 to 1998. Tech. rep, FEDERAL AVIATION ADMINISTRATION OKLAHOMA CITY OK CIVIL AEROMEDICAL INST (2004)

    Google Scholar 

  9. DeJohn, C.A., Wolbrink, A.M., Larcher, J.G.: In-flight medical incapacitation and impairment of airline pilots. Aviat. Space Environ. Med. 77(10), 1077–1079 (2006)

    Google Scholar 

  10. Hart, S.G., Staveland, L.E.: Development of NASA-TLX (task load index): Results of empirical and theoretical research, pp. 139–183 (1988). https://doi.org/10.1016/S0166-4115(08)62386-9

  11. ICAO: Icao accident statistics. https://www.icao.int/safety/iStars/Pages/Accident-Statistics.aspx

  12. Leigh, K.: Microsoft mixed reality toolkit. https://github.com/microsoft/mixedrealitytoolkit-unity. https://github.com/microsoft/MixedRealityToolkit-Unity

  13. Letouzé, T., Créno, L., Diaz-Pineda, J., Dormoy, C.A., Hourlier, S., André, J.M.: Mental representation impact analysis (meria), a method for analyzing mental representations for the design of hmi. a case study in aeronautics. Le travail humain 83(1), 61–89 (2020)

    Google Scholar 

  14. Light, R.: Mosquitto mqtt broker. https://github.com/eclipse/mosquitto

  15. Lim, Y., Gardi, A., Sabatini, R., Ramasamy, S., Kistan, T., Ezer, N., Vince, J., Bolia, R.: Avionics human-machine interfaces and interactions for manned and unmanned aircraft. Prog. Aerosp. Sci. 102, 1–46 (2018)

    Article  Google Scholar 

  16. Matessa, M., Vu, K.P.L., Strybel, T.Z., Battiste, V., Schnell, T., Cover, M.: Using distributed simulation to investigate human-autonomy teaming. In: International Conference on Human Interface and the Management of Information. pp. 541–550. Springer (2018)

    Google Scholar 

  17. Nicholl, R.: Airline head-up display systems: human factors considerations. Available at SSRN 2384101 (2014)

    Google Scholar 

  18. Parasuraman, R., Molloy, R., Singh, I.L.: Performance consequences of automation-induced ‘complacency’. Int. J. Aviat. Psychol. 3(1), 1–23 (1993)

    Article  Google Scholar 

  19. Shively, R.J., Lachter, J., Brandt, S.L., Matessa, M., Battiste, V., Johnson, W.W.: Why human-autonomy teaming? In: International Conference on Applied Human Factors and Ergonomics, pp. 3–11. Springer (2017)

    Google Scholar 

  20. Spitzer, C., Ferrell, U., Ferrell, T.: Digital avionics handbook. CRC Press (2017)

    Google Scholar 

  21. Taylor, R.M.: Situational awareness rating technique (sart): The development of a tool for aircrew systems design. In: Situational Awareness, pp. 111–128. Routledge (2017)

    Google Scholar 

  22. Viertler, F., Hajek, M.: Evaluation of visual augmentation methods for rotorcraft pilots in degraded visual environments. J. Am. Helicopter Soc. 62(1), 1–11 (2017)

    Article  Google Scholar 

  23. Yang, Q., Steinfeld, A., Rosé, C., Zimmerman, J.: Re-examining whether, why, and how human-ai interaction is uniquely difficult to design. In: Proceedings of the 2020 chi Conference on Human Factors in Computing Systems, pp. 1–13 (2020)

    Google Scholar 

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Acknowledgements

This project has received funding from the Clean Sky 2 Joint Undertaking under the European Union’s Horizon 2020 research and innovation programme under grant agreement No 831891. The authors would like to thank Th’eodore Letouz’e for taking care of the technical aspects of the simulator and Turkan Hentati for help with statistical analysis.

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Correspondence to Narek Minaskan .

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Minaskan, N., Alban-Dromoy, C., Pagani, A., Andre, JM., Stricker, D. (2022). Human Intelligent Machine Teaming in Single Pilot Operation: A Case Study. In: Schmorrow, D.D., Fidopiastis, C.M. (eds) Augmented Cognition. HCII 2022. Lecture Notes in Computer Science(), vol 13310. Springer, Cham. https://doi.org/10.1007/978-3-031-05457-0_27

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  • DOI: https://doi.org/10.1007/978-3-031-05457-0_27

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