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2019 | OriginalPaper | Buchkapitel

On Visualization of Movements for Monitoring Older Adults

verfasst von : Shahram Payandeh, Eddie Chiu

Erschienen in: Advances in Computer Graphics

Verlag: Springer International Publishing

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Abstract

It is a well-known statistics that the percentage of population of older adults will globally surpass the other age categories. It is also observed that a majority of older adults would prefer to stay at their own place of residence for as long as they can. In support of such an independent living life style, various ambient sensor technologies have been designed which can be deployed for long-term monitoring of movements and activities. Depending on the required level of detail associated with such a monitoring system, spatiotemporal data can be collected during various intervals of daily activities for detecting any on-sets of anomalies. The greater granularity, the deeper the level of detail associated with the movement patterns for instances of time and collective durations. This paper we first presents an overview of various visualization techniques which can be employed for monitoring movement patterns. The paper further presents our results of movement visualization experiments using two sample datasets which can be used as a basis for determining movement anomalies. The first dataset is associated with the global movement patterns between various locations in an ambient assisted living environment (AAL) and the other dataset is associated with movement tracking using wearable sensing technologies.

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Literatur
4.
Zurück zum Zitat Van Den Broek, G., Cavallo, F., Wehrmann, C.: AALiance Ambient Assisted Living Roadmap. IOS press, Amsterdam (2010) Van Den Broek, G., Cavallo, F., Wehrmann, C.: AALiance Ambient Assisted Living Roadmap. IOS press, Amsterdam (2010)
5.
Zurück zum Zitat Payandeh, S.: On visulizing movements and activities of healthy seniors: an overview. In: Proceedings of the 10th International Conference on Computer Graphics Theory and Applications, pp. 517–522 (2015) Payandeh, S.: On visulizing movements and activities of healthy seniors: an overview. In: Proceedings of the 10th International Conference on Computer Graphics Theory and Applications, pp. 517–522 (2015)
6.
Zurück zum Zitat Payandeh, S.: Level of detail in motion science associated with older adults. In: Proceedings of the International Conference on Control, Automation, Robotics and Vision (2018) Payandeh, S.: Level of detail in motion science associated with older adults. In: Proceedings of the International Conference on Control, Automation, Robotics and Vision (2018)
7.
Zurück zum Zitat Cousins, S., Kahn, M.: The visual display of temporal information. In: Proceedings of Conference on Graphics Interface, pp. 141–148 (1994) Cousins, S., Kahn, M.: The visual display of temporal information. In: Proceedings of Conference on Graphics Interface, pp. 141–148 (1994)
9.
Zurück zum Zitat Carlis, J.V., Konstan, J.A.: Interactive visualization of serial periodic data. In: Proceeedings of ACM Symposium on User Interface Software and Technology, pp. 29–38 (1998) Carlis, J.V., Konstan, J.A.: Interactive visualization of serial periodic data. In: Proceeedings of ACM Symposium on User Interface Software and Technology, pp. 29–38 (1998)
10.
Zurück zum Zitat Weber, M., Alexa, M., Mller, W.: Visualizing time-series on spirals. In: Proceedings of IEEE INFOVIS, pp. 7–14 (2001) Weber, M., Alexa, M., Mller, W.: Visualizing time-series on spirals. In: Proceedings of IEEE INFOVIS, pp. 7–14 (2001)
11.
Zurück zum Zitat Dragicevic, P., Huot, S.: SpiraClock: a continuous and non-intrusive display for upcoming events. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 604–605 (2002) Dragicevic, P., Huot, S.: SpiraClock: a continuous and non-intrusive display for upcoming events. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 604–605 (2002)
12.
Zurück zum Zitat Priyantha, H.K., Hirakawa, M., Ichikawa, T.: Interactive visualization of spatiotemporal patterns using spirals on a geographical map. In: Proceedings of the IEEE Symposium on Visual Languages, p. 296 (1999) Priyantha, H.K., Hirakawa, M., Ichikawa, T.: Interactive visualization of spatiotemporal patterns using spirals on a geographical map. In: Proceedings of the IEEE Symposium on Visual Languages, p. 296 (1999)
13.
Zurück zum Zitat Bak, P., Mansmann, F., Janetzko, H., Keim, D.: Spatiotemporal analysis of sensor logs using growth ring maps. IEEE Trans. Visual. Comput. Graphics 15(6), 913–920 (2009)CrossRef Bak, P., Mansmann, F., Janetzko, H., Keim, D.: Spatiotemporal analysis of sensor logs using growth ring maps. IEEE Trans. Visual. Comput. Graphics 15(6), 913–920 (2009)CrossRef
14.
Zurück zum Zitat Navarrete, I., Rubio, J.A., Botía, J.A., Palma, J.T., Campuzano, F.J.: Modeling a risk detection system for elderly’s home-care with a network of timed automata. In: Bravo, J., Hervás, R., Rodríguez, M. (eds.) IWAAL 2012. LNCS, vol. 7657, pp. 82–89. Springer, Heidelberg (2012). https://doi.org/10.1007/978-3-642-35395-6_11CrossRef Navarrete, I., Rubio, J.A., Botía, J.A., Palma, J.T., Campuzano, F.J.: Modeling a risk detection system for elderly’s home-care with a network of timed automata. In: Bravo, J., Hervás, R., Rodríguez, M. (eds.) IWAAL 2012. LNCS, vol. 7657, pp. 82–89. Springer, Heidelberg (2012). https://​doi.​org/​10.​1007/​978-3-642-35395-6_​11CrossRef
15.
Zurück zum Zitat Blaas, J., Botha, C., Grundy, E., Jones, M., Laramee, R., Post, F.: Smooth graphs for visual exploration of higher-order state transitions. IEEE Trans. Visual. Comput. Graphics 16(6), 969–976 (2009)CrossRef Blaas, J., Botha, C., Grundy, E., Jones, M., Laramee, R., Post, F.: Smooth graphs for visual exploration of higher-order state transitions. IEEE Trans. Visual. Comput. Graphics 16(6), 969–976 (2009)CrossRef
16.
Zurück zum Zitat Wattenberg, M.: Visual exploration of multivariate graphs. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 811–819 (2006) Wattenberg, M.: Visual exploration of multivariate graphs. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 811–819 (2006)
17.
Zurück zum Zitat Cook, D., Crandall, B., Thomas, B., Krishnan, N.: CASAS: a smart home in a box. Computer 46(7), 62–69 (2013)CrossRef Cook, D., Crandall, B., Thomas, B., Krishnan, N.: CASAS: a smart home in a box. Computer 46(7), 62–69 (2013)CrossRef
18.
Zurück zum Zitat Gatalsky, P., Andrienko, N., Andrienko, G.: Interactive analysis of event data using space-time cube. In: Proceedings of IEEE International Conference on information Visualization (2004) Gatalsky, P., Andrienko, N., Andrienko, G.: Interactive analysis of event data using space-time cube. In: Proceedings of IEEE International Conference on information Visualization (2004)
19.
Zurück zum Zitat Kearns, W., Nams, V., Fozard, J.: Tortuosity in movement paths is related to cognative impairment: wireless fractal estimation in assisted living facility residents. J. Methods Inf. Med. 49(6), 592–598 (2010)CrossRef Kearns, W., Nams, V., Fozard, J.: Tortuosity in movement paths is related to cognative impairment: wireless fractal estimation in assisted living facility residents. J. Methods Inf. Med. 49(6), 592–598 (2010)CrossRef
20.
Zurück zum Zitat Payandeh, S., Chiu, E.: Application of modified pagerank algorithm for anomaly detection in movements of older adults. Int. J. Telemed. Appl. 2019, Article ID 8612021, 9 p. (2019) Payandeh, S., Chiu, E.: Application of modified pagerank algorithm for anomaly detection in movements of older adults. Int. J. Telemed. Appl. 2019, Article ID 8612021, 9 p. (2019)
21.
Zurück zum Zitat Li, A., Payandeh, S.: An overview of path tortuosity measures for tracking and monitoring. In: Proceedings of IEEE Conference on Information Technology, Electronics and Mobile Communication (2016) Li, A., Payandeh, S.: An overview of path tortuosity measures for tracking and monitoring. In: Proceedings of IEEE Conference on Information Technology, Electronics and Mobile Communication (2016)
Metadaten
Titel
On Visualization of Movements for Monitoring Older Adults
verfasst von
Shahram Payandeh
Eddie Chiu
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-22514-8_26