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Continuous Monitoring of kNN Queries in Wireless Sensor Networks

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Mobile Ad-hoc and Sensor Networks (MSN 2006)

Part of the book series: Lecture Notes in Computer Science ((LNCCN,volume 4325))

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Abstract

Wireless sensor networks have been widely used for civilian and military applications, such as environmental monitoring and vehicle tracking. In these applications, continuous query processing is often required and their efficient evaluation is a critical requirement to be met. Due to the limited power supply for sensor nodes, energy efficiency is a major performance measure in such query evaluation. In this paper, we focus on continuous kNN query processing. We observe that the centralized data storage and monitoring schemes do not favor energy efficiency. We therefore propose a localized scheme to monitor long running nearest neighbor queries in sensor networks. The key idea is to establish a monitoring area for each query so that only the updates relevant to the query are collected. Experimental results show that our scheme outperforms the centralized scheme in terms of energy efficiency and network lifetime.

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References

  1. J-sim homepage, http://www.j-sim.org

  2. Aslam, J., Butler, Z., Constantin, F., Crespi, V., Cybenko, G., Rus, D.: Tracking a moving object with a binary sensor network. In: Proceedings of Sensys 2003 (2003)

    Google Scholar 

  3. Hoffmann-Wellenhof, B., Lichtenegger, H., Collins, J.: GPS theory and practice. Springer, New York (1997)

    Google Scholar 

  4. Gedik, B., Liu, L.: MobiEyes: Distributed Processing of Continuously Moving Queries on Moving Objects in a Mobile System. In: Bertino, E., Christodoulakis, S., Plexousakis, D., Christophides, V., Koubarakis, M., Böhm, K., Ferrari, E. (eds.) EDBT 2004. LNCS, vol. 2992, pp. 67–87. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  5. Gui, C., Mohapatra, P.: Power conservation and quality of surveillance in target tracking sensor networks. In: Proceedings of MobiCom 2004 (2004)

    Google Scholar 

  6. Intanagonwiwat, C., Govindan, R., Estrin, D.: Directed diffusion: A scalable and robust communication paradigm for sensor networks. In: Proceedings of Mobicom 2000 (2000)

    Google Scholar 

  7. Karp, B., Kung, H.T.: GPSR: Greey perimeter stateless routing for wireless networks. In: Proceedings of Mobicom 2000 (2000)

    Google Scholar 

  8. Madden, S., Franklin, M.J., Hellestein, J.M., Hong, W.: TAG: a tiny aggregation service for ad-hoc sensor networks. In: Proceedings of OSDI 2002 (2002)

    Google Scholar 

  9. Mainwaring, A., Polastre, J., Szewczyk, R., Culler, D.: Wireless sensor networks for habitat monitoring. In: Proceedings of the 1st ACM Workshop on Sensor Networks and Applications, pp. 88–97 (2002)

    Google Scholar 

  10. Mouratidis, K., Hadjieleftheriou, M., Papadias, D.: Conceptual partitioning: An efficient method for continous nearest neighbor monitoring. In: Proceedings SIGMOD 2005 (2005)

    Google Scholar 

  11. Mouratidis, K., Papadias, D., Bakiras, S., Tao, Y.: A threshold-based algorithm for continuous monitoring of k nearest neighbors. IEEE Transactions on Knowledge and Data Engineering (TKDE) 17(11), 1451–1464 (2005)

    Article  Google Scholar 

  12. Niculescu, D., Nathi, B.: Ad hoc positioning system. In: Proceedings of INFOCOM 2003 (2003)

    Google Scholar 

  13. Pottie, G.: Wireless integrated network sensors. Communications of the ACM 43(5), 51–58 (2000)

    Article  Google Scholar 

  14. Prabhakar, S., Xia, Y., Kalashnikov, D., Aref, W., Hambrusch, S.: Query indexing and velocity constrained indexing: Scalable techniques for continuous queries on moving objects. IEEE Transactions on Computers 51(10), 1124–1140 (2002)

    Article  MathSciNet  Google Scholar 

  15. Ratnasamy, S., Karp, B., Yin, L., Yu, F., Estrin, D., Govindan, R., Shenker, S.: Ght: A geographic hash table for data-centric storage. In: Proceedings of the First ACM International Workshop on Wireless Sensor Networks and Applications (2002)

    Google Scholar 

  16. Wu, M., Xu, J., Tang, X., Lee, W.-C.: Monitoring top-k query in wireless sensor networks. In: Proceedings of ICDE 2006 (2006)

    Google Scholar 

  17. Xiong, X., Mokbel, M., Aref, W.: SEA-CNN: Scalable incremental processing of continuous queries in spatio-temporal databases. In: Proceedings of ICDE 2005 (2005)

    Google Scholar 

  18. Xu, J., Tang, X., Lee, W.-C.: EASE: An energy-efficient in-network storage scheme for object tracking in sensor networks. In: Proceedings of IEEE SECON 2005 (2005)

    Google Scholar 

  19. Xu, Y., Lee, W.-C., Xu, J., Mitchell, G.: Processing window queries in wireless sensor networks. In: Proceedings of ICDE 2006 (2006)

    Google Scholar 

  20. Lee, W.-C., Xu, Y., Winter, J.: Prediction-based strategies for energy saving in object tracking sensor networks. In: Proceedings of MDM 2004 (2004)

    Google Scholar 

  21. Yao, Y., Tang, X., Lim, E.-p.: In-Network Processing of Nearest Neighbor Queries for Wireless Sensor Networks. In: Li Lee, M., Tan, K.-L., Wuwongse, V. (eds.) DASFAA 2006. LNCS, vol. 3882, pp. 35–49. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  22. Yu, X., Pu, K., Koudas, N.: Monitoring k-nearest neighbor queries over moving objects. In: Proceedings of ICDE 2005 (2005)

    Google Scholar 

  23. Zhang, W., Cao, G.: Optimizing tree reconfiguration for mobile target tracking in sensor networks. In: Proceedings of INFOCOM 2004 (2004)

    Google Scholar 

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© 2006 Springer-Verlag Berlin Heidelberg

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Yao, Y., Tang, X., Lim, EP. (2006). Continuous Monitoring of kNN Queries in Wireless Sensor Networks. In: Cao, J., Stojmenovic, I., Jia, X., Das, S.K. (eds) Mobile Ad-hoc and Sensor Networks. MSN 2006. Lecture Notes in Computer Science, vol 4325. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11943952_56

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  • DOI: https://doi.org/10.1007/11943952_56

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-49932-9

  • Online ISBN: 978-3-540-49933-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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