Issue No.01 - January (2012 vol.23)
Minyi Guo , Dept. of Comput. Sci. & Eng., Shanghai Jiao Tong Univ., Shanghai, China
Cheng-Zhong Xu , Dept. of Electr. & Comput. Eng., Wayne State Univ., Detroit, MI, USA
Bo Yu , Dept. of Electr. & Comput. Eng., Wayne State Univ., Detroit, MI, USA
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TPDS.2011.102
In-network data aggregation is a useful technique to reduce redundant data and to improve communication efficiency. Traditional data aggregation schemes for wireless sensor networks usually rely on a fixed routing structure to ensure data can be aggregated at certain sensor nodes. However, they cannot be applied in highly mobile vehicular environments. In this paper, we propose an adaptive forwarding delay control scheme, namely Catch-Up, which dynamically changes the forwarding speed of nearby reports so that they have a better chance to meet each other and be aggregated together. The Catch-Up scheme is designed based on a distributed learning algorithm. Each vehicle learns from local observations and chooses a delay based on learning results. The simulation results demonstrate that our scheme can efficiently reduce the number of redundant reports and achieve a good trade-off between delay and communication overhead.
wireless sensor networks, adaptive control, delays, telecommunication control, telecommunication network routing, vehicular ad hoc networks, communication overhead, VANET, adaptive forwarding delay control, data aggregation, wireless sensor networks, fixed routing structure, mobile vehicular environments, catch-up, distributed learning, Vehicles, Delay, Roads, Knowledge based systems, Routing, Learning, Distributed databases, distributed learning., Vehicular networks, data aggregation
Minyi Guo, Cheng-Zhong Xu, Bo Yu, "Adaptive Forwarding Delay Control for VANET Data Aggregation", IEEE Transactions on Parallel & Distributed Systems, vol.23, no. 1, pp. 11-18, January 2012, doi:10.1109/TPDS.2011.102