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2018 | OriginalPaper | Chapter

Kessel Run - A Cooperative Multiplayer SSVEP BCI Game

Authors : Inês Cruz, Carlos Moreira, Mannes Poel, Hugo Ferreira, Anton Nijholt

Published in: Intelligent Technologies for Interactive Entertainment

Publisher: Springer International Publishing

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Abstract

Digital game research has been rapidly growing with studies dedicated to game experience and adopting new technologies. Alongside, research in Brain-Computer Interfaces (BCI) is growing in game applications. Besides technical shortcomings, BCI research in gaming can also be lacking due to challenges such as poorly designed games that do not provide a fun experience to its players.
In this paper we present a novel multiplayer Steady-State Visually Evoked Potential (SSVEP) game - Kessel Run - with BCI-focused cooperative mechanics, drawing attention to the impact of game design in the user experience.
Twelve participants played Kessel Run using a 2-electrode cap and rated their experience in a questionnaire. The SSVEP performance was lower than expected, with an average classification accuracy of 55% and maximum of 79% at a 33% chance level. Despite low performances, players still reported a state of Flow, felt behaviorally involved and empathized with each other, finding it enjoyable to play the game together.

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Footnotes
1
Unity 5®, from Unity Technologies - https://​unity3d.​com.
 
2
BCI2000®, from Schalk Lab - http://​bci2000.​org/​.
 
3
Biosemi ActiveTwo - http://​www.​biosemi.​com.
 
Literature
2.
go back to reference Guan, C., Thulasidas, M., Wu, J.: High performance P300 speller for brain-computer interface. In: IEEE International Workshop on Biomedical Circuits and Systems. IEEE (2004) Guan, C., Thulasidas, M., Wu, J.: High performance P300 speller for brain-computer interface. In: IEEE International Workshop on Biomedical Circuits and Systems. IEEE (2004)
3.
go back to reference Ahn, M., Lee, M., Choi, J., Jun, S.: A review of brain-computer interface games and an opinion survey from researchers, developers and users. Sensors 14(8), 14601–14633 (2014)CrossRef Ahn, M., Lee, M., Choi, J., Jun, S.: A review of brain-computer interface games and an opinion survey from researchers, developers and users. Sensors 14(8), 14601–14633 (2014)CrossRef
5.
go back to reference Tangermann, M., Krauledat, M., Grzeska, K., Sagebaum, M., Blankertz, B., Vidaurre, C., Müller, K.-R.: Playing pinball with non-invasive BCI. In: NIPS, pp. 1641–1648 (2008) Tangermann, M., Krauledat, M., Grzeska, K., Sagebaum, M., Blankertz, B., Vidaurre, C., Müller, K.-R.: Playing pinball with non-invasive BCI. In: NIPS, pp. 1641–1648 (2008)
6.
go back to reference Pires, G., Torres, M., Casaleiro, N., Nunes, U., Castelo-Branco, M.: Playing Tetris with non-invasive BCI. In: IEEE 1st International Conference on Serious Games and Applications for Health (SeGAH), pp. 1–6. IEEE (2011) Pires, G., Torres, M., Casaleiro, N., Nunes, U., Castelo-Branco, M.: Playing Tetris with non-invasive BCI. In: IEEE 1st International Conference on Serious Games and Applications for Health (SeGAH), pp. 1–6. IEEE (2011)
7.
go back to reference Spil Games: State of Online Gaming Report. Spil Games (2013) Spil Games: State of Online Gaming Report. Spil Games (2013)
8.
go back to reference Hjelm, S.I., Browall, C.: Brainball-using brain activity for cool competition. In: Proceedings of the First Nordic Conference on Computer-Human Interaction (NordiCHI), Stockholm, Sweden, p. 9 (2000) Hjelm, S.I., Browall, C.: Brainball-using brain activity for cool competition. In: Proceedings of the First Nordic Conference on Computer-Human Interaction (NordiCHI), Stockholm, Sweden, p. 9 (2000)
9.
go back to reference Bonnet, L., Lotte, F., Lécuyer, A.: Two brains, one game: design and evaluation of a multiuser BCI video game based on motor imagery. In: IEEE Transactions on Computational Intelligence and AI in Games, pp. 185–198 (2013) Bonnet, L., Lotte, F., Lécuyer, A.: Two brains, one game: design and evaluation of a multiuser BCI video game based on motor imagery. In: IEEE Transactions on Computational Intelligence and AI in Games, pp. 185–198 (2013)
10.
go back to reference Gürkök, H., Nijholt, A., Poel, M., Obbink, M.: Evaluating a multi-player brain-computer interface game: challenge versus co-experience. Entertain. Comput. 4(3), 195–203 (2013)CrossRef Gürkök, H., Nijholt, A., Poel, M., Obbink, M.: Evaluating a multi-player brain-computer interface game: challenge versus co-experience. Entertain. Comput. 4(3), 195–203 (2013)CrossRef
11.
go back to reference Maby, E., Perrin, M., Bertrand, O., Sanchez, G., Mattout, J.: BCI could make old two-player games even more fun: a proof of concept with “connect four”. In: Advances in Human-Computer Interaction (2012) Maby, E., Perrin, M., Bertrand, O., Sanchez, G., Mattout, J.: BCI could make old two-player games even more fun: a proof of concept with “connect four”. In: Advances in Human-Computer Interaction (2012)
13.
go back to reference Sweetser, P., Wyeth, P.: GameFlow: a model for evaluating player enjoyment in games. Comput. Entertain. 3(3), 3 (2005)CrossRef Sweetser, P., Wyeth, P.: GameFlow: a model for evaluating player enjoyment in games. Comput. Entertain. 3(3), 3 (2005)CrossRef
14.
go back to reference Csikszentmihalyi, M.: Flow: The Psychology of Optimal Experience. Harper Perennial, New York City (1990) Csikszentmihalyi, M.: Flow: The Psychology of Optimal Experience. Harper Perennial, New York City (1990)
15.
go back to reference Salen, K., Zimmerman, E.: Rules of Play: Game Design Fundamentals. MIT Press, Cambridge (2004) Salen, K., Zimmerman, E.: Rules of Play: Game Design Fundamentals. MIT Press, Cambridge (2004)
16.
go back to reference van Veen, G.: Brain invaders-finding the paradox of control in a P300-game through the use of distractions. Master’s thesis, University of Twente, The Netherlands (2013) van Veen, G.: Brain invaders-finding the paradox of control in a P300-game through the use of distractions. Master’s thesis, University of Twente, The Netherlands (2013)
17.
go back to reference Wendel, V., Gutjahr, M., Göbel, S., Steinmetz, R.: Designing collaborative multiplayer serious games: escape from Wilson Island - a multiplayer 3D serious game for collaborative learning in teams. Educ. Inf. Technol. 18(2), 287–308 (2013)CrossRef Wendel, V., Gutjahr, M., Göbel, S., Steinmetz, R.: Designing collaborative multiplayer serious games: escape from Wilson Island - a multiplayer 3D serious game for collaborative learning in teams. Educ. Inf. Technol. 18(2), 287–308 (2013)CrossRef
18.
go back to reference Guger, C., Daban, S., Sellers, E., Holzner, C., Krausz, G., Carabalona, R., Gramatica, F., Edlinger, G.: How many people are able to control a P300-based Brain-Computer Interface (BCI)? Neurosci. Lett. 462(1), 94–98 (2009) Guger, C., Daban, S., Sellers, E., Holzner, C., Krausz, G., Carabalona, R., Gramatica, F., Edlinger, G.: How many people are able to control a P300-based Brain-Computer Interface (BCI)? Neurosci. Lett. 462(1), 94–98 (2009)
19.
go back to reference Vialatte, F.-B., Maurice, M., Dauwels, J., Cichocki, A.: Steady-state visually evoked potentials: focus on essential paradigms and future perspectives. Prog. Neurobiol. 90(4), 418–438 (2010)CrossRef Vialatte, F.-B., Maurice, M., Dauwels, J., Cichocki, A.: Steady-state visually evoked potentials: focus on essential paradigms and future perspectives. Prog. Neurobiol. 90(4), 418–438 (2010)CrossRef
20.
go back to reference van de Laar, B., Gürkök, H., Plass-Oude Bos, D., Poel, M., Nijholt, A.: Experiencing BCI control in a popular computer game. IEEE Trans. Comput. Intell. AI Games 5(2), 176–184 (2013)CrossRef van de Laar, B., Gürkök, H., Plass-Oude Bos, D., Poel, M., Nijholt, A.: Experiencing BCI control in a popular computer game. IEEE Trans. Comput. Intell. AI Games 5(2), 176–184 (2013)CrossRef
21.
go back to reference Tello, R.M.G., Muller, S.M.T., Bastos-Filho, T., Ferreira, A.: A comparison of techniques and technologies for SSVEP classification. In: 5th ISSNIP-IEEE Biosignals and Biorobotics Conference: Biosignals and Robotics for Better and Safer Living (BRC), pp. 1–6 (2014) Tello, R.M.G., Muller, S.M.T., Bastos-Filho, T., Ferreira, A.: A comparison of techniques and technologies for SSVEP classification. In: 5th ISSNIP-IEEE Biosignals and Biorobotics Conference: Biosignals and Robotics for Better and Safer Living (BRC), pp. 1–6 (2014)
23.
go back to reference IJsselsteijn, W., De Kort, Y., Poels, K.: The game experience questionnaire: development of a self-report measure to assess the psychological impact of digital games (2013, manuscript in preparation) IJsselsteijn, W., De Kort, Y., Poels, K.: The game experience questionnaire: development of a self-report measure to assess the psychological impact of digital games (2013, manuscript in preparation)
24.
go back to reference De Kort, Y., Poels, K., IJsselsteijn, W.: Digital games as social presence technology: development of the social presence in gaming questionnaire (SPGQ). In: Proceedings of PRESENCE, pp. 1–9 (2007) De Kort, Y., Poels, K., IJsselsteijn, W.: Digital games as social presence technology: development of the social presence in gaming questionnaire (SPGQ). In: Proceedings of PRESENCE, pp. 1–9 (2007)
25.
go back to reference Hakvoort, G., Reuderink, B., Obbink, M.: Comparison of PSDA and CCA detection methods in a SSVEP-based BCI-system. Technical report TR-CTIT-11-03, Centre for Telematics and Information Technology University of Twente (2011) Hakvoort, G., Reuderink, B., Obbink, M.: Comparison of PSDA and CCA detection methods in a SSVEP-based BCI-system. Technical report TR-CTIT-11-03, Centre for Telematics and Information Technology University of Twente (2011)
26.
go back to reference Allison, B.Z., McFarland, D.J., Schalk, G., Zheng, S.D., Jackson, M.M., Wolpaw, J.R.: Towards an independent brain-computer interface using steady state visual evoked potentials. Clin. Neurophysiol. 119(2), 399–408 (2008)CrossRef Allison, B.Z., McFarland, D.J., Schalk, G., Zheng, S.D., Jackson, M.M., Wolpaw, J.R.: Towards an independent brain-computer interface using steady state visual evoked potentials. Clin. Neurophysiol. 119(2), 399–408 (2008)CrossRef
Metadata
Title
Kessel Run - A Cooperative Multiplayer SSVEP BCI Game
Authors
Inês Cruz
Carlos Moreira
Mannes Poel
Hugo Ferreira
Anton Nijholt
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-73062-2_6

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