Abstract
In wireless sensor networks, the periodically reporting data collection mechanism comes at the cost of power consumption and packet collision. In this paper, we proposed an automatic time series modeling based data aggregation scheme in wireless sensor networks. The main idea behind this scheme is to decrease the number of transmitted data values between sensor nodes and aggregator by using time series prediction model. The proposed scheme can effectively save the precious battery energy of wireless sensor node while keeping the predicted data values of aggregator within application defined error threshold. We show through experiments with real data that the predicted values of our proposed scheme fit the real sensed values very well and fewer messages are transmitted between sensor node and aggregator.
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References
Yick, J., Mukherjee, B., Ghosal, D.: Wireless Sensor Network Survey. Computer Networks 52, 2292–2330 (2008)
Heinzelman, W., Chandrakasan, A., Balakrishnan, H.: An Application-specific Protocol Architecture for Wireless Microsensor Networks. IEEE Transactions on Wireless Communications 1, 660–670 (2002)
Lindsey, S., Raghavendra, C.: PEGASIS: Power-efficient Gathering in Sensor Information Systems. In: 2002 Proceedings of IEEE Aerospace Conference, pp. 1125–1130. IEEE Press, Los Angeles (2002)
Intanagonwiwat, C., Estrin, D., Goviindan, R., Heidemann, J.: Impact of Network Density on Data Aggregation in Wireless Sensor Networks. In: Proceedings of 22nd International Conference on Distributed Computing Systems, pp. 2–5. IEEE Press, Vienna (2002)
Zhang, W., Cao, G.: DCTC: Dynamic Convoy Tree-based Collaboration for Target Tracking in Sensor Networks. IEEE Transactions on Wireless Communications 3, 1689–1701 (2004)
Ding, M., Cheng, X., Xue, G.: Aggregation Tree Construction in Sensor Networks. In: Proceedings of IEEE 58th Vehicular Technology Conference, pp. 2168–2172. IEEE Press, Piscataway (2003)
Xu, H., Huang, L., Zhang, Y., Huang, H., Jiang, S., Liu, G.: Energy-efficient Cooperative Data Aggregation for Wireless Sensor Networks. Journal of Parallel and Distributed Computing 70, 953–961 (2010)
Yang, S., Wu, Y., Xuan, J.: Time Series Analysis in Engineering Application. HUST press, Wuhan (2007)
TAO project, http://www.pmel.noaa.gov/tao
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© 2012 Springer-Verlag Berlin Heidelberg
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Wang, Y., Li, G. (2012). An Efficient Data Aggregation Scheme in Wireless Sensor Networks. In: Wang, Y., Zhang, X. (eds) Internet of Things. Communications in Computer and Information Science, vol 312. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-32427-7_4
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DOI: https://doi.org/10.1007/978-3-642-32427-7_4
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-32426-0
Online ISBN: 978-3-642-32427-7
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