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2016 | OriginalPaper | Buchkapitel

Gamification and Information Fusion for Rehabilitation: An Ambient Assisted Living Case Study

verfasst von : Javier Jiménez Alemán, Nayat Sanchez-Pi, Luis Martí, José Manuel Molina, Ana Cristina Bicharra García

Erschienen in: Human Aspects of IT for the Aged Population. Healthy and Active Aging

Verlag: Springer International Publishing

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Abstract

Nowadays elders, often find it difficult to keep track of their cognitive and functional abilities required for remaining independent in their homes. Ambient Assisted Living (AAL) are the Ambient Intelligence based technologies for the support of daily activities to elders. Traditional rehabilitation is an example of a common activity elders may require and that usually implies they move to the rehabilitation clinics, which is the main reason for treatment discontinuation. Tele-rehabilitation is a solution that not only may help elders but also their family members and health professionals to monitor elder’s treatment. The purpose of this paper is to present a tele-rehabilitation system that uses the motion-tracking sensor of the Kinect, to allow the elderly users natural interaction, combined with a set of external sensors as a form of input. Data fusion techniques are applied in order to integrate these data for detecting right movements and to monitor elder’s treatment in the rehabilitation process.

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Literatur
1.
Zurück zum Zitat Ahlberg, S., Hörling, P., Johansson, K., Jöred, K., Kjellström, H., Mårtenson, C., Neider, G., Schubert, J., Svenson, P., Svensson, P., et al.: An information fusion demonstrator for tactical intelligence processing in network-based defense. Inf. Fusion 8(1), 84–107 (2007)CrossRef Ahlberg, S., Hörling, P., Johansson, K., Jöred, K., Kjellström, H., Mårtenson, C., Neider, G., Schubert, J., Svenson, P., Svensson, P., et al.: An information fusion demonstrator for tactical intelligence processing in network-based defense. Inf. Fusion 8(1), 84–107 (2007)CrossRef
2.
Zurück zum Zitat Aldinger, T., Kao, J.: Data fusion and theater undersea warfare-an oceanographer’s perspective. In: OCEANS 2004. MTTS/IEEE TECHNO-OCEAN 2004, vol. 4, pp. 2008–2012. IEEE (2004) Aldinger, T., Kao, J.: Data fusion and theater undersea warfare-an oceanographer’s perspective. In: OCEANS 2004. MTTS/IEEE TECHNO-OCEAN 2004, vol. 4, pp. 2008–2012. IEEE (2004)
3.
Zurück zum Zitat Bashi, A.: Fault Detection for Systems with Multiple Unknown Modes and Similar Units. Ph.D. thesis, University of New Orleans (2010) Bashi, A.: Fault Detection for Systems with Multiple Unknown Modes and Similar Units. Ph.D. thesis, University of New Orleans (2010)
4.
Zurück zum Zitat Bashi, A., Jilkov, V.P., Li, X.R.: Fault detection for systems with multiple unknown modes and similar units - Part I. In: 12th International Conference on Information Fusion (FUSION 2009), pp. 732–739. IEEE (2009) Bashi, A., Jilkov, V.P., Li, X.R.: Fault detection for systems with multiple unknown modes and similar units - Part I. In: 12th International Conference on Information Fusion (FUSION 2009), pp. 732–739. IEEE (2009)
5.
Zurück zum Zitat Basir, O., Yuan, X.: Engine fault diagnosis based on multi-sensor information fusion using dempster-shafer evidence theory. Inf. Fusion 8(4), 379–386 (2007)CrossRef Basir, O., Yuan, X.: Engine fault diagnosis based on multi-sensor information fusion using dempster-shafer evidence theory. Inf. Fusion 8(4), 379–386 (2007)CrossRef
6.
Zurück zum Zitat Blasch, E., Kadar, I., Salerno, J., Kokar, M.M., Das, S., Powell, G.M., Corkill, D.D., Ruspini, E.H.: Issues and challenges of knowledge representation and reasoning methods in situation assessment (level 2 fusion). In: Defense and Security Symposium, p. 623510. International Society for Optics and Photonics (2006) Blasch, E., Kadar, I., Salerno, J., Kokar, M.M., Das, S., Powell, G.M., Corkill, D.D., Ruspini, E.H.: Issues and challenges of knowledge representation and reasoning methods in situation assessment (level 2 fusion). In: Defense and Security Symposium, p. 623510. International Society for Optics and Photonics (2006)
7.
Zurück zum Zitat Blasch, E., Llinas, J., Lambert, D., Valin, P., Das, S., Chong, C., Kokar, M., Shahbazian, E.: High level information fusion developments, issues, and grand challenges: fusion 2010 panel discussion. In: 2010 13th Conference on Information Fusion (FUSION), pp. 1–8. IEEE (2010) Blasch, E., Llinas, J., Lambert, D., Valin, P., Das, S., Chong, C., Kokar, M., Shahbazian, E.: High level information fusion developments, issues, and grand challenges: fusion 2010 panel discussion. In: 2010 13th Conference on Information Fusion (FUSION), pp. 1–8. IEEE (2010)
8.
Zurück zum Zitat Blázquez Gil, G., Berlanga, A., Molina, J.M.: Incontexto: multisensor architecture to obtain people context from smartphones. Int. J. Distrib. Sens. Netw. 2012 (2012) Blázquez Gil, G., Berlanga, A., Molina, J.M.: Incontexto: multisensor architecture to obtain people context from smartphones. Int. J. Distrib. Sens. Netw. 2012 (2012)
9.
Zurück zum Zitat Chong, C.Y., Liggins, M., et al.: Fusion technologies for drug interdiction. In: IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI 1994), pp. 435–441. IEEE (1994) Chong, C.Y., Liggins, M., et al.: Fusion technologies for drug interdiction. In: IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI 1994), pp. 435–441. IEEE (1994)
10.
Zurück zum Zitat Corona, I., Giacinto, G., Mazzariello, C., Roli, F., Sansone, C.: Information fusion for computer security: state of the art and open issues. Inf. Fusion 10(4), 274–284 (2009)CrossRef Corona, I., Giacinto, G., Mazzariello, C., Roli, F., Sansone, C.: Information fusion for computer security: state of the art and open issues. Inf. Fusion 10(4), 274–284 (2009)CrossRef
11.
Zurück zum Zitat Deterding, S., Sicart, M., Nacke, L., O’Hara, K., Dixon, D.: Gamification. using game-design elements in non-gaming contexts. In: CHI 2011 Extended Abstracts on Human Factors in Computing Systems, pp. 2425–2428. ACM (2011) Deterding, S., Sicart, M., Nacke, L., O’Hara, K., Dixon, D.: Gamification. using game-design elements in non-gaming contexts. In: CHI 2011 Extended Abstracts on Human Factors in Computing Systems, pp. 2425–2428. ACM (2011)
12.
Zurück zum Zitat Gad, A., Farooq, M.: Data fusion architecture for maritime surveillance. In: Proceedings of the Fifth International Conference on Information Fusion (FUSION 2002), vol. 1, pp. 448–455. IEEE (2002) Gad, A., Farooq, M.: Data fusion architecture for maritime surveillance. In: Proceedings of the Fifth International Conference on Information Fusion (FUSION 2002), vol. 1, pp. 448–455. IEEE (2002)
13.
Zurück zum Zitat Giacinto, G., Roli, F., Sansone, C.: Information fusion in computer security. Inf. Fusion 10(4), 272–273 (2009)CrossRef Giacinto, G., Roli, F., Sansone, C.: Information fusion in computer security. Inf. Fusion 10(4), 272–273 (2009)CrossRef
14.
Zurück zum Zitat Gómez-Romero, J., Patricio, M.A., García, J., Molina, J.M.: Ontological representation of context knowledge for visual data fusion. In: 12th International Conference on Information Fusion (FUSION 2009), pp. 2136–2143. IEEE (2009) Gómez-Romero, J., Patricio, M.A., García, J., Molina, J.M.: Ontological representation of context knowledge for visual data fusion. In: 12th International Conference on Information Fusion (FUSION 2009), pp. 2136–2143. IEEE (2009)
15.
Zurück zum Zitat Heiden, U., Segl, K., Roessner, S., Kaufmann, H.: Ecological evaluation of urban biotope types using airborne hyperspectral hymap data. In: 2nd GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, pp. 18–22. IEEE (2003) Heiden, U., Segl, K., Roessner, S., Kaufmann, H.: Ecological evaluation of urban biotope types using airborne hyperspectral hymap data. In: 2nd GRSS/ISPRS Joint Workshop on Remote Sensing and Data Fusion over Urban Areas, pp. 18–22. IEEE (2003)
16.
Zurück zum Zitat Hubert-Moy, L., Corgne, S., Mercier, G., Solaiman, B.: Land use and land cover change prediction with the theory of evidence: a case study in an intensive agricultural region of france. In: Proceedings of the Fifth International Conference on Information Fusion (FUSION 2002), vol. 1, pp. 114–121. IEEE (2002) Hubert-Moy, L., Corgne, S., Mercier, G., Solaiman, B.: Land use and land cover change prediction with the theory of evidence: a case study in an intensive agricultural region of france. In: Proceedings of the Fifth International Conference on Information Fusion (FUSION 2002), vol. 1, pp. 114–121. IEEE (2002)
17.
Zurück zum Zitat Jiménez Alemán, J., Sanchez-Pi, N., Bicharra Garcia, A.C.: Opportunistic sensoring using mobiles for tracking users in ambient intelligence. In: Mohamed, A., Novais, P., Pereira, A., Villarrubia-González, G., Fernández-Caballero, A. (eds.) Ambient Intelligence - Software and Applications - 6th International Symposium on Ambient Intelligence (ISAmI 2015). Advances in Intelligent Systems and Computing, vol. 376, pp. 115–123. Springer, Heidelberg (2015). http://dx.doi.org/10.1007/978-3-319-19695-4_12 Jiménez Alemán, J., Sanchez-Pi, N., Bicharra Garcia, A.C.: Opportunistic sensoring using mobiles for tracking users in ambient intelligence. In: Mohamed, A., Novais, P., Pereira, A., Villarrubia-González, G., Fernández-Caballero, A. (eds.) Ambient Intelligence - Software and Applications - 6th International Symposium on Ambient Intelligence (ISAmI 2015). Advances in Intelligent Systems and Computing, vol. 376, pp. 115–123. Springer, Heidelberg (2015). http://​dx.​doi.​org/​10.​1007/​978-3-319-19695-4_​12
18.
Zurück zum Zitat Khalil, A., Gill, M.K., McKee, M.: New applications for information fusion and soil moisture forecasting. In: 8th International Conference on Information Fusion (FUSION 2005), vol. 2, p. 7. IEEE (2005) Khalil, A., Gill, M.K., McKee, M.: New applications for information fusion and soil moisture forecasting. In: 8th International Conference on Information Fusion (FUSION 2005), vol. 2, p. 7. IEEE (2005)
19.
Zurück zum Zitat Koch, S., Hägglund, M.: Health informatics and the delivery of care to older people. Maturitas 63(3), 195–199 (2009)CrossRef Koch, S., Hägglund, M.: Health informatics and the delivery of care to older people. Maturitas 63(3), 195–199 (2009)CrossRef
20.
Zurück zum Zitat Korn, O., Brach, M., Schmidt, A., Hörz, T., Konrad, R.: Context-sensitive user-centered scalability: an introduction focusing on exergames and assistive systems in work contexts. In: Göbel, S., Müller, W., Urban, B., Wiemeyer, J. (eds.) GameDays 2012 and Edutainment 2012. LNCS, vol. 7516, pp. 164–176. Springer, Heidelberg (2012)CrossRef Korn, O., Brach, M., Schmidt, A., Hörz, T., Konrad, R.: Context-sensitive user-centered scalability: an introduction focusing on exergames and assistive systems in work contexts. In: Göbel, S., Müller, W., Urban, B., Wiemeyer, J. (eds.) GameDays 2012 and Edutainment 2012. LNCS, vol. 7516, pp. 164–176. Springer, Heidelberg (2012)CrossRef
21.
Zurück zum Zitat Liggins, M.E., Bramson, A., et al.: Off-board augmented fusion for improved target detection and track. In: 1993 Conference Record of The Twenty-Seventh Asilomar Conference on Signals, Systems and Computers, pp. 295–299. IEEE (1993) Liggins, M.E., Bramson, A., et al.: Off-board augmented fusion for improved target detection and track. In: 1993 Conference Record of The Twenty-Seventh Asilomar Conference on Signals, Systems and Computers, pp. 295–299. IEEE (1993)
22.
Zurück zum Zitat Little, E.G., Rogova, G.L.: Ontology meta-model for building a situational picture of catastrophic events. In: 8th International Conference on Information Fusion (FUSION 2005), vol. 1, pp. 1–8. IEEE (2005) Little, E.G., Rogova, G.L.: Ontology meta-model for building a situational picture of catastrophic events. In: 8th International Conference on Information Fusion (FUSION 2005), vol. 1, pp. 1–8. IEEE (2005)
23.
Zurück zum Zitat Llinas, J.: Information fusion for natural and man-made disasters. In: Proceedings of the Fifth International Conference on Information Fusion (FUSION 2002), vol. 1, pp. 570–576. IEEE (2002) Llinas, J.: Information fusion for natural and man-made disasters. In: Proceedings of the Fifth International Conference on Information Fusion (FUSION 2002), vol. 1, pp. 570–576. IEEE (2002)
24.
Zurück zum Zitat Llinas, J., Moskal, M., McMahon, T.: Information fusion for nuclear, chemical, biological & radiological (NCBR) battle management support/disaster response management support. Technical report, Center for MultiSource Information Fusion, School of Engineering and Applied Sciences, University of Buffalo, USA (2002) Llinas, J., Moskal, M., McMahon, T.: Information fusion for nuclear, chemical, biological & radiological (NCBR) battle management support/disaster response management support. Technical report, Center for MultiSource Information Fusion, School of Engineering and Applied Sciences, University of Buffalo, USA (2002)
25.
Zurück zum Zitat Mattioli, J., Museux, N., Hemaissia, M., Laudy, C.: A crisis response situation model. In: 10th International Conference on Information Fusion (FUSION 2007), pp. 1–7. IEEE (2007) Mattioli, J., Museux, N., Hemaissia, M., Laudy, C.: A crisis response situation model. In: 10th International Conference on Information Fusion (FUSION 2007), pp. 1–7. IEEE (2007)
26.
Zurück zum Zitat Sanchez-Pi, N.: Intelligent techniques for context-aware systems. Ph.D. thesis, Departmento de Informática, Universidad Carlos III de Madrid, Colmenarejo, Spain (2011) Sanchez-Pi, N.: Intelligent techniques for context-aware systems. Ph.D. thesis, Departmento de Informática, Universidad Carlos III de Madrid, Colmenarejo, Spain (2011)
27.
Zurück zum Zitat Sanchez-Pi, N., Martí, L., Molina, J.M., Garcia, A.C.B.: High-level information fusion for risk and accidents prevention in pervasive oil industry environments. In: Corchado, J.M., et al. (eds.) PAAMS 2014. CCIS, vol. 430, pp. 202–213. Springer, Heidelberg (2014)CrossRef Sanchez-Pi, N., Martí, L., Molina, J.M., Garcia, A.C.B.: High-level information fusion for risk and accidents prevention in pervasive oil industry environments. In: Corchado, J.M., et al. (eds.) PAAMS 2014. CCIS, vol. 430, pp. 202–213. Springer, Heidelberg (2014)CrossRef
28.
Zurück zum Zitat Sanchez-Pi, N., Martí, L., Molina, J.M., Garcia, A.C.B.: An information fusion framework for context-based accidents prevention. In: 2014 Proceedings of the 17th International Conference on Information Fusion (FUSION), pp. 1–8. IEEE (2014) Sanchez-Pi, N., Martí, L., Molina, J.M., Garcia, A.C.B.: An information fusion framework for context-based accidents prevention. In: 2014 Proceedings of the 17th International Conference on Information Fusion (FUSION), pp. 1–8. IEEE (2014)
29.
Zurück zum Zitat Sánchez-Pi, N., Molina, J.M.: A centralized approach to an ambient assisted living application: an intelligent home. In: Omatu, S., Rocha, M.P., Bravo, J., Fernández, F., Corchado, E., Bustillo, A., Corchado, J.M. (eds.) IWANN 2009, Part II. LNCS, vol. 5518, pp. 706–709. Springer, Heidelberg (2009)CrossRef Sánchez-Pi, N., Molina, J.M.: A centralized approach to an ambient assisted living application: an intelligent home. In: Omatu, S., Rocha, M.P., Bravo, J., Fernández, F., Corchado, E., Bustillo, A., Corchado, J.M. (eds.) IWANN 2009, Part II. LNCS, vol. 5518, pp. 706–709. Springer, Heidelberg (2009)CrossRef
Metadaten
Titel
Gamification and Information Fusion for Rehabilitation: An Ambient Assisted Living Case Study
verfasst von
Javier Jiménez Alemán
Nayat Sanchez-Pi
Luis Martí
José Manuel Molina
Ana Cristina Bicharra García
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-39949-2_2

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