Abstract
Localization is a key component for many AAL systems, since the user position can be used for detecting user’s activities and activating devices. While for outdoor scenarios Global Positioning System (GPS) constitutes a reliable and easily available technology, in indoor scenarios, in particular in real homes, GPS is largely unavailable. For this reason, several systems have been proposed for indoor localization. Recently, several algorithms fuse information coming from different sources in order to improve the overall accuracy in monitoring user activities. In this paper we propose a Source-Agnostic Localization Technique, called SALT, that fuses the information (coordinates) provided by a localization system with the information coming from the binary sensor network deployed within the environment. In order to evaluate the proposed framework, we tested our solution by using a previous developed heterogeneous localization systems presented at the international competition EvAAL 2013.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Want, R., Hopper, A., Falcao, V., Gibbons, J.: The active badge location system. ACM Transactions on Information Systems (TOIS) 10(1), 91–102 (1992)
Abowd, G.D., Atkeson, C.G., Hong, J., Long, S., Kooper, R., Pinkerton, M.: Cyberguide: A mobile context-aware tour guide. Wireless Networks 3(5), 421–433 (1997)
Cheverst, K., Davies, N., Mitchell, K., Friday, A., Efstratiou, C.: Developing a context-aware electronic tourist guide: some issues and experiences. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 17–24. ACM (2000)
Barsocchi, P., Chessa, S., Ferro, E., Furfari, F., Potorti, F.: Context driven enhancement of rss-based localization systems. In: 2011 IEEE Symposium on Computers and Communications (ISCC), pp. 463–468. IEEE (2011)
Coradeschi, S., Cesta, A., Cortellessa, G., Coraci, L., Gonzalez, J., Karlsson, L., Furfari, F., Loutfi, A., Orlandini, A., Palumbo, F., et al.: Giraffplus: Combining social interaction and long term monitoring for promoting independent living. In: 2013 The 6th International Conference on Human System Interaction (HSI), pp. 578–585. IEEE (2013)
Barsocchi, P., Chessa, S., Furfari, F., Potorti, F.: Evaluating ambient assisted living solutions: The localization competition. IEEE Pervasive Computing 12(4), 72–79 (2013)
Salvi, D., Barsocchi, P., Arredondo, M.T., Ramos, J.P.L.: EvAAL, evaluating aal systems through competitive benchmarking, the experience of the 1st competition. In: Chessa, S., Knauth, S. (eds.) EvAAL 2011. CCIS, vol. 309, pp. 14–25. Springer, Heidelberg (2012)
Álvarez-García, J.A., Barsocchi, P., Chessa, S., Salvi, D.: Evaluation of localization and activity recognition systems for ambient assisted living: The experience of the 2012 evaal competition. Journal of Ambient Intelligence and Smart Environments 5(1), 119–132 (2013)
Ruiz, A.R.J., Granja, F.S., Prieto Honorato, J.C., Rosas, J.I.G.: Accurate pedestrian indoor navigation by tightly coupling foot-mounted imu and rfid measurements. IEEE Transactions on Instrumentation and Measurement 61(1), 178–189 (2012)
Teixeira, T., Dublon, G., Savvides, A.: A survey of human-sensing: Methods for detecting presence, count, location, track, and identity. ACM Computing Surveys 5 (2010)
Nakamura, E.F., Loureiro, A.A., Frery, A.C.: Information fusion for wireless sensor networks: Methods, models, and classifications. ACM Computing Surveys (CSUR) 39(3), 9 (2007)
Wymeersch, H., Lien, J., Win, M.Z.: Cooperative localization in wireless networks. Proceedings of the IEEE 97(2), 427–450 (2009)
Castro, P., Chiu, P., Kremenek, T., Muntz, R.: A probabilistic room location service for wireless networked environments. In: Abowd, G.D., Brumitt, B., Shafer, S. (eds.) Ubicomp 2001. LNCS, vol. 2201, pp. 18–34. Springer, Heidelberg (2001)
Wilson, D.H., Atkeson, C.G.: Simultaneous tracking and activity recognition (star) using many anonymous, binary sensors. In: Gellersen, H.-W., Want, R., Schmidt, A. (eds.) PERVASIVE 2005. LNCS, vol. 3468, pp. 62–79. Springer, Heidelberg (2005)
Ladd, A.M., Bekris, K.E., Rudys, A.P., Wallach, D.S., Kavraki, L.E.: On the feasibility of using wireless ethernet for indoor localization. IEEE Transactions on Robotics and Automation 20(3), 555–559 (2004)
Joho, D., Plagemann, C., Burgard, W.: Modeling rfid signal strength and tag detection for localization and mapping. In: IEEE International Conference on Robotics and Automation, ICRA 2009, pp. 3160–3165. IEEE (2009)
Jia, S., Sheng, J., Takase, K.: Improvement of performance of localization id tag using multi-antenna rfid system. In: SICE Annual Conference, pp. 1715–1718. IEEE (2008)
Klingbeil, L., Wark, T.: A wireless sensor network for real-time indoor localisation and motion monitoring. In: International Conference on Information Processing in Sensor Networks, IPSN 2008, pp. 39–50. IEEE (2008)
Aarts, E., Wichert, R.: Ambient intelligence. Springer (2009)
Ding, D., Cooper, R.A., Pasquina, P.F., Fici-Pasquina, L.: Sensor technology for smart homes. Maturitas 69(2), 131–136 (2011)
Palumbo, F., Ullberg, J., Štimec, A., Furfari, F., Karlsson, L., Coradeschi, S.: Sensor network infrastructure for a home care monitoring system. Sensors 14(3), 3833–3860 (2014)
Gomez, J., Tayebi, A., Saez de Adana, F.M., Gutierrez, O.: Localization approach based on ray-tracing including the effect of human shadowing. Progress In Electromagnetics Research Letters 15, 1–11 (2010)
Braun, A., Dutz, T.: AmbiTrack - marker-free indoor localization and tracking of multiple users in smart environments with a camera-based approach. In: Botía, J.A., Álvarez-García, J.A., Fujinami, K., Barsocchi, P., Riedel, T. (eds.) EvAAL 2013. CCIS, vol. 386, pp. 83–93. Springer, Heidelberg (2013)
Fet, N., Handte, M., Wagner, S., Marrón, P.J.: Enhancements to the locosmotion person tracking system. In: Botía, J.A., Álvarez-García, J.A., Fujinami, K., Barsocchi, P., Riedel, T. (eds.) EvAAL 2013. CCIS, vol. 386, pp. 72–82. Springer, Heidelberg (2013)
Salem, A., Canalda, P., Spies, F.: A gps/wi-fi/marker analysis based simultaneous and hierarchical multi-positioning system. In: Botía, J.A., Álvarez-García, J.A., Fujinami, K., Barsocchi, P., Riedel, T. (eds.) EvAAL 2013. CCIS, vol. 386, pp. 106–116. Springer, Heidelberg (2013)
Quintas, J., Cunha, A., Serra, P., Pereira, A., Marques, B., Dias, J.: Indoor localization and tracking using 802.11 networks and smartphones. In: Botía, J.A., Álvarez-García, J.A., Fujinami, K., Barsocchi, P., Riedel, T. (eds.) EvAAL 2013. CCIS, vol. 386, pp. 117–127. Springer, Heidelberg (2013)
Pirkl, G., Lukowicz, P.: Indoor localization based on resonant oscillating magnetic fields for aal applications. In: Botía, J.A., Álvarez-García, J.A., Fujinami, K., Barsocchi, P., Riedel, T. (eds.) EvAAL 2013. CCIS, vol. 386, pp. 128–140. Springer, Heidelberg (2013)
Moschevikin, A., Galov, A., Soloviev, A., Mikov, A., Volkov, A., Reginya, S.: Realtrac technology overview. In: Botía, J.A., Álvarez-García, J.A., Fujinami, K., Barsocchi, P., Riedel, T. (eds.) EvAAL 2013. CCIS, vol. 386, pp. 60–71. Springer, Heidelberg (2013)
Acknowledgments
This work was supported by the EU Commission in the framework of the GiraffPlus FP7 project (Contract no. 288173).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Palumbo, F., Barsocchi, P. (2014). SALT: Source-Agnostic Localization Technique Based on Context Data from Binary Sensor Networks. In: Aarts, E., et al. Ambient Intelligence. AmI 2014. Lecture Notes in Computer Science(), vol 8850. Springer, Cham. https://doi.org/10.1007/978-3-319-14112-1_2
Download citation
DOI: https://doi.org/10.1007/978-3-319-14112-1_2
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-14111-4
Online ISBN: 978-3-319-14112-1
eBook Packages: Computer ScienceComputer Science (R0)