Abstract
Location information can be useful to construct a profile of a person’s activities of daily living. This paper proposes an approach with the aim of improving the accuracy and robustness of a location recognition approach based on RFID technology. A method was introduced for the optimal deployment of an RFID reader network, which aims to minimize the hardware cost whilst achieving high localization accuracy. A functional subarea mapping approach was proposed based on both a coarse-grained and a fine-grained method. Experimental results indicated that the coarse-grained mapping provided a higher overall accuracy of location detection. The average subarea location accuracy achieved based on coarse-grained and fine-grained data was 85.4% and 68.7%, respectively. Nevertheless it was found that the fine-grained mapping approach was capable of providing more information in relation to the details of the functional subareas. This implies that we need to balance the requirements between the size of the subareas and the location accuracy.
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Mao, G., Fidan, B., Anderson, B.: Wireless Sensor Network Llocalization Techniques. Computer Networks 51(10), 2529–2553 (2007)
Ni, L.M., Liu, Y., Lau, Y.C., Patil, A.P.: LANDMARC: Indoor Location Sensing Using Active RFID. Wireless Networks 10(6), 701–710 (2004)
Hightower, J., Borriello, G.: Location Systems for Ubiquitous Computing. Computer 34(8), 57–66 (2001)
Woodman, O., Harle, R.: Pedestrian Localisation for Indoor Environments. In: The 10th International Conference on Ubiquitous Computing, p. 114. ACM, New York (2008)
Harter, A., Hopper, A., Steggles, P., Ward, A., Webster, P.: The Anatomy of A Context-aware Application. Wireless Networks 8(2), 187–197 (2002)
Bahl, P., Padmanabhan, V.: RADAR: An In-building RF-based User Llocation and Tracking System. IEEE infocom, 775 (2000)
Hallberg, J., Nugent, C., Davies, R., Donnelly, M.: Localisation of Forgotten Items Using RFID Technology. In: 9th International Conference on Information Technology and Applications in Biomedicine, Larnaca, Cyprus (2009)
Nugent, C.D., Mulvenna, M.D., Hong, X., Devlin, S.: Experiences in the Development of a Smart Lab. IJBET 2(4), 319–331 (2009)
Kim, T.H., Lee, S.J.: A Hybrid Hyper Tag Anti-collision Algorithm in RFID System. In: 11th International Conference on IEEE Advanced Communication Technology, p. 1276 (2009)
ADAGE RFID-SOLUTIONS (2010), http://www.adage.se/Adage-RFID-Solutions/
Zhang, S., McCullagh, P., Nugent, C., Zheng, H.: Reliability of Location Detection in Intelligent Environments. In: Special Volume of Advances in Intelligent and Soft Computing, pp. 1–8. Springer, Heidelberg (2011)
Chang, C.C., Lin, C.J.: LIBSVM: A Library for Support Vector Machines, Software available at (2001), http://www.csie.ntu.edu.tw/cjlin/libsvm
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Zhang, S., McCullagh, P., Nugent, C., Zheng, H., Black, N. (2011). A Subarea Mapping Approach for Indoor Localization. In: Abdulrazak, B., Giroux, S., Bouchard, B., Pigot, H., Mokhtari, M. (eds) Toward Useful Services for Elderly and People with Disabilities. ICOST 2011. Lecture Notes in Computer Science, vol 6719. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21535-3_11
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DOI: https://doi.org/10.1007/978-3-642-21535-3_11
Publisher Name: Springer, Berlin, Heidelberg
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