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2017 | OriginalPaper | Buchkapitel

Feasibility of Wearable Fitness Trackers for Adapting Multimodal Communication

verfasst von : Daniel Barber, Austin Carter, Jonathan Harris, Lauren Reinerman-Jones

Erschienen in: Human Interface and the Management of Information: Information, Knowledge and Interaction Design

Verlag: Springer International Publishing

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Abstract

In addition to efforts to increase the intelligence and perception capabilities of robots to enable collaboration with human counterparts, there is also a focus towards improving interaction mechanics. Multimodal communication is one such tool under investigation due to its dynamic ability to select explicit and implicit communication modalities with the aim of facilitating robust exchanges of information. Although there is extensive research in the domain of explicit communication using auditory, visual, and tactile interfaces, investigations into systems that incorporate implicit methods, or actually adapt and select appropriate modalities for reporting data from a robot to human is limited. Furthermore, a missing piece is identifying how and when to trigger these changes. A novel strategy to accomplish adaptation is through identification of teammate’s physiological state. From the literature, one can find examples of researchers using high fidelity systems to measure physiological response and predict user workload, but many of these technologies are prohibitively expensive or not suitable for use in many domains of interest for human robot interaction such as dismounted infantry operations. Recent advancements in wearable consumer technologies, specifically fitness trackers supporting integration with third party software, are making it possible for incorporation of low cost systems in a variety of novel applications. A logical extension of these applications being physiological state measurement to drive adaptive automation in the form of multimodal interfaces. This paper describes the results of a study to assess the feasibility of using data from a wearable fitness tracker in an adaptive multimodal interface for squad-level human-robot interaction.

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Literatur
1.
Zurück zum Zitat Phillips, E., Ososky, S., Grove, J., Jentsch, F.: From tools to teammates: toward the development of mental models for intelligent robots. In: Proceedings of the Human Factors and Ergonomics Society 55th Annual Meeting (2011) Phillips, E., Ososky, S., Grove, J., Jentsch, F.: From tools to teammates: toward the development of mental models for intelligent robots. In: Proceedings of the Human Factors and Ergonomics Society 55th Annual Meeting (2011)
2.
Zurück zum Zitat U.S. Congress, National Defense Authorization Act for Fiscal Year 2001, Washington, D.C. (2001) U.S. Congress, National Defense Authorization Act for Fiscal Year 2001, Washington, D.C. (2001)
4.
Zurück zum Zitat Hearst, M., Allen, J., Guinn, C., Horvitz, E.: Mixed-initiative interaction: trends & controversies. In: IEEE Intelligent Systems, pp. 14–23 (1999) Hearst, M., Allen, J., Guinn, C., Horvitz, E.: Mixed-initiative interaction: trends & controversies. In: IEEE Intelligent Systems, pp. 14–23 (1999)
5.
Zurück zum Zitat Barber, D.J., Abich, J., Phillips, E., Talone, A., Jentsch, F., Hill, S.G.: Field assessment of multimodal communication for dismounted human-robot teams. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2015) Barber, D.J., Abich, J., Phillips, E., Talone, A., Jentsch, F., Hill, S.G.: Field assessment of multimodal communication for dismounted human-robot teams. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2015)
6.
Zurück zum Zitat Lackey, S.J., Barber, D.J., Reinerman-Jones, L., Badler, N., Hudson, I.: Defining next-generation multi-modal communication in human-robot interaction. In: Human Factors and Ergonomics Society Conference, Las Vegas (2011) Lackey, S.J., Barber, D.J., Reinerman-Jones, L., Badler, N., Hudson, I.: Defining next-generation multi-modal communication in human-robot interaction. In: Human Factors and Ergonomics Society Conference, Las Vegas (2011)
7.
Zurück zum Zitat Bischoff, R., Graefe, V.: Dependable multimodal communication and interaction with robotic assistants. In: 11th IEEE International Workshop on Robot and Human Interactive Communication (2002) Bischoff, R., Graefe, V.: Dependable multimodal communication and interaction with robotic assistants. In: 11th IEEE International Workshop on Robot and Human Interactive Communication (2002)
8.
Zurück zum Zitat Partan, S., Marler, P.: Communication goes multimodal. Science 283(5406), 1272–1273 (1999)CrossRef Partan, S., Marler, P.: Communication goes multimodal. Science 283(5406), 1272–1273 (1999)CrossRef
9.
Zurück zum Zitat Sutherland, J., Baillergeon, R., McKane, T.: Cordon and search operations: a deadly game of hide and seek. Air Land and Sea Bulletin: Cordon and Search, pp. 4–10 (2010) Sutherland, J., Baillergeon, R., McKane, T.: Cordon and search operations: a deadly game of hide and seek. Air Land and Sea Bulletin: Cordon and Search, pp. 4–10 (2010)
10.
Zurück zum Zitat Cosenzo, K., Chen, J., Reinerman-Jones, L., Barnes, M., Nicholson, D.: Adaptive automation effects on operator performance during a reconnaissance mission with an unmanned ground vehicle. In: Proceedings of the Human Factors and Ergonomics Society 54th Annual Meeting, Los Angeles, CA (2010) Cosenzo, K., Chen, J., Reinerman-Jones, L., Barnes, M., Nicholson, D.: Adaptive automation effects on operator performance during a reconnaissance mission with an unmanned ground vehicle. In: Proceedings of the Human Factors and Ergonomics Society 54th Annual Meeting, Los Angeles, CA (2010)
11.
Zurück zum Zitat Parasuraman, R., Hancock, P.: Adaptive workload and control. In: Workload and Fatigue, Mahwah, NJ, USA, pp. 305–320. Lawrenc Erlbaum Associates (2001) Parasuraman, R., Hancock, P.: Adaptive workload and control. In: Workload and Fatigue, Mahwah, NJ, USA, pp. 305–320. Lawrenc Erlbaum Associates (2001)
12.
Zurück zum Zitat Taylor, G.S., Reinerman-Jones, L., Szalma, J.L., Mouloua, M., Hancock, P.A.: What to automate: addressing the multidimensionality of cognitive resources through system design. J. Cogn. Eng. Deci. Making 7(4), 311–329 (2013)CrossRef Taylor, G.S., Reinerman-Jones, L., Szalma, J.L., Mouloua, M., Hancock, P.A.: What to automate: addressing the multidimensionality of cognitive resources through system design. J. Cogn. Eng. Deci. Making 7(4), 311–329 (2013)CrossRef
13.
Zurück zum Zitat Teo, G., Reinerman-Jones, L., Matthews, G., Barber, D., Harris, J., Hudson, I.: Augmenting robot behaviors using physiological measures of workload state. In: Human Computer Interaction International, Toronto, CA (2016) Teo, G., Reinerman-Jones, L., Matthews, G., Barber, D., Harris, J., Hudson, I.: Augmenting robot behaviors using physiological measures of workload state. In: Human Computer Interaction International, Toronto, CA (2016)
14.
Zurück zum Zitat Barber, D., Reinerman-Jones, L., Lackey, S., Hudson, I.: Augmenting robot behaviors using physiological measures. In: Schmorrow, D.D., Fidopiastis, C.M. (eds.) FAC 2011. LNCS, vol. 6780, pp. 567–572. Springer, Heidelberg (2011). doi:10.1007/978-3-642-21852-1_65 CrossRef Barber, D., Reinerman-Jones, L., Lackey, S., Hudson, I.: Augmenting robot behaviors using physiological measures. In: Schmorrow, D.D., Fidopiastis, C.M. (eds.) FAC 2011. LNCS, vol. 6780, pp. 567–572. Springer, Heidelberg (2011). doi:10.​1007/​978-3-642-21852-1_​65 CrossRef
15.
Zurück zum Zitat Abich, J., Reinerman-Jones, L.R., Taylor, G.S.: Investigating workload measures for adaptive training systems (2013) Abich, J., Reinerman-Jones, L.R., Taylor, G.S.: Investigating workload measures for adaptive training systems (2013)
16.
Zurück zum Zitat Mercado, J., Reinerman-Jones, L., Barber, D., Leis, R.: Investigating workload measures in the nuclear domain. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2014) Mercado, J., Reinerman-Jones, L., Barber, D., Leis, R.: Investigating workload measures in the nuclear domain. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2014)
18.
Zurück zum Zitat Redden, E., Elliot, L.: Robotic control systems for dismounted soldiers. In: Jentsch, F.G., Barnes, M.J. (eds.) Human-Robot Interactions in Future Military Operations, pp. 335–352. Ashgate (2010) Redden, E., Elliot, L.: Robotic control systems for dismounted soldiers. In: Jentsch, F.G., Barnes, M.J. (eds.) Human-Robot Interactions in Future Military Operations, pp. 335–352. Ashgate (2010)
19.
Zurück zum Zitat Pettitt, R., Redden, E.S., Carsten, C.: Scalability of robotic controllers: speech-based robotic controller evaluation (ARL-TR-4858). Aberdeen Proving Ground, MD: US Army Research Laboratory, pp. 1–46 (2009) Pettitt, R., Redden, E.S., Carsten, C.: Scalability of robotic controllers: speech-based robotic controller evaluation (ARL-TR-4858). Aberdeen Proving Ground, MD: US Army Research Laboratory, pp. 1–46 (2009)
20.
Zurück zum Zitat Oron-Gilad, T., Redden, E.S., Minkov, Y.: Robotic displays for dismounted warfighters. J. Cogn. Eng. Decis. Making 5(1), 29–54 (2011)CrossRef Oron-Gilad, T., Redden, E.S., Minkov, Y.: Robotic displays for dismounted warfighters. J. Cogn. Eng. Decis. Making 5(1), 29–54 (2011)CrossRef
21.
Zurück zum Zitat Bennewitz, M., Faber, F., Joho, D., Behnke, S.: Fritz - a humanoid communication robot. In: The 16th IEEE International Symposium on Robot and Human interactive Communication (2007) Bennewitz, M., Faber, F., Joho, D., Behnke, S.: Fritz - a humanoid communication robot. In: The 16th IEEE International Symposium on Robot and Human interactive Communication (2007)
22.
Zurück zum Zitat Wickens, C.D., Prinet, J., Hutchins, S., Sarter, N.B., Sebok, A.: Auditory-visual redundancy in vehicle control interruptions: two meta-analyses. In: Human Factors and Ergonomics Society 55th Annual Meeting, Santa Monica, CA, USA (2011) Wickens, C.D., Prinet, J., Hutchins, S., Sarter, N.B., Sebok, A.: Auditory-visual redundancy in vehicle control interruptions: two meta-analyses. In: Human Factors and Ergonomics Society 55th Annual Meeting, Santa Monica, CA, USA (2011)
23.
Zurück zum Zitat Wickens, C.D., Gosney, J.: Redundancy, modality, and priority in dual task interference. In: Proceedings of the Human Factors and Ergonomics Society 47th Annual Meeting, Santa Monica, CA, USA (2003) Wickens, C.D., Gosney, J.: Redundancy, modality, and priority in dual task interference. In: Proceedings of the Human Factors and Ergonomics Society 47th Annual Meeting, Santa Monica, CA, USA (2003)
24.
Zurück zum Zitat Lu, S.A., Wickens, C.D., Prinet, J.C., Hutchins, S.D., Sarter, N., Sebok, A.: Supporting interruption management and multimodal interface design: three meta-analyses of task performance as a function of interrupting task modality. Hum. Factors 55(4), 697–724 (2013)CrossRef Lu, S.A., Wickens, C.D., Prinet, J.C., Hutchins, S.D., Sarter, N., Sebok, A.: Supporting interruption management and multimodal interface design: three meta-analyses of task performance as a function of interrupting task modality. Hum. Factors 55(4), 697–724 (2013)CrossRef
25.
Zurück zum Zitat Reinerman-Jones, L.R., Taylor, G., Sprouse, K., Barber, D., Hudson, I.: Adaptive automation as a task switching congruence challenge. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2011) Reinerman-Jones, L.R., Taylor, G., Sprouse, K., Barber, D., Hudson, I.: Adaptive automation as a task switching congruence challenge. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting (2011)
27.
Zurück zum Zitat Green, D.M., Swets, J.A.: Signal Detection Theory and Psychophysics. Wiley, New York (1966) Green, D.M., Swets, J.A.: Signal Detection Theory and Psychophysics. Wiley, New York (1966)
29.
Zurück zum Zitat Abich, J., Taylor, G., Reinerman-Jones, L.: Establishing workload manipulations utilizing a simulated environment. In: Human Computer Interaction International, Las Vegas, NV, USA (2013) Abich, J., Taylor, G., Reinerman-Jones, L.: Establishing workload manipulations utilizing a simulated environment. In: Human Computer Interaction International, Las Vegas, NV, USA (2013)
31.
Zurück zum Zitat Matthews, G., Reinerman-Jones, L., Barber, D., Abich, J.: The psychometrics of mental workload: multiple measures are sensitive but divergent. Hum. Factors 57(1), 125–143 (2015)CrossRef Matthews, G., Reinerman-Jones, L., Barber, D., Abich, J.: The psychometrics of mental workload: multiple measures are sensitive but divergent. Hum. Factors 57(1), 125–143 (2015)CrossRef
Metadaten
Titel
Feasibility of Wearable Fitness Trackers for Adapting Multimodal Communication
verfasst von
Daniel Barber
Austin Carter
Jonathan Harris
Lauren Reinerman-Jones
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-58521-5_39

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