Robust Computation of Aggregates in Wireless Sensor Networks: Distributed Randomized Algorithms and Analysis

作者: Jen-Yeu Chen , G. Pandurangan , Dongyan Xu

DOI: 10.1109/TPDS.2006.128

关键词: Randomized algorithmDistributed computingProbabilistic analysis of algorithmsWireless sensor networkNetwork topologyRobustness (computer science)Computer scienceAlgorithm designBrooks–Iyengar algorithmDistributed algorithm

摘要: A wireless sensor network consists of a large number small, resource-constrained devices and usually operates in hostile environments that are prone to link node failures. Computing aggregates such as average, minimum, maximum sum is fundamental various primitive functions network, system monitoring, data querying, collaborative information processing. In this paper, we present analyze suite randomized distributed algorithms efficiently robustly compute aggregates. Our random grouping (DRG) algorithm simple natural uses probabilistic progressively converge the aggregate value. DRG local naturally robust against dynamic topology changes from link/node Although our simple, it nontrivial show converges correct value bound time needed for convergence. analysis eigenstructure underlying graph novel way convergence running algorithms. We also simulation results compare its performance other known Simulations needs far fewer transmissions than localized schemes

参考文章(30)
Russell Merris, Laplacian matrices of graphs: a survey Linear Algebra and its Applications. pp. 143- 176 ,(1994) , 10.1016/0024-3795(94)90486-3
Chee-Yee Chong, S.P. Kumar, Sensor networks: evolution, opportunities, and challenges Proceedings of the IEEE. ,vol. 91, pp. 1247- 1256 ,(2003) , 10.1109/JPROC.2003.814918
F. Bauer, A. Varma, Distributed algorithms for multicast path setup in data networks IEEE ACM Transactions on Networking. ,vol. 4, pp. 181- 191 ,(1996) , 10.1109/90.490746
Mihaela Enachescu, Ashish Goel, Ramesh Govindan, Rajeev Motwani, Scale-free aggregation in sensor networks algorithmic aspects of wireless sensor networks. ,vol. 344, pp. 15- 29 ,(2005) , 10.1016/J.TCS.2005.06.023
Nisheeth Shrivastava, Chiranjeeb Buragohain, Divyakant Agrawal, Subhash Suri, Medians and beyond Proceedings of the 2nd international conference on Embedded networked sensor systems - SenSys '04. pp. 239- 249 ,(2004) , 10.1145/1031495.1031524
Samuel Madden, Michael J. Franklin, Joseph M. Hellerstein, Wei Hong, TAG ACM SIGOPS Operating Systems Review. ,vol. 36, pp. 131- 146 ,(2002) , 10.1145/844128.844142
Rajeev Motwani, Prabhakar Raghavan, Randomized Algorithms ,(1995)
Joseph M. Hellerstein, Peter J. Haas, Helen J. Wang, Online aggregation international conference on management of data. pp. 171- 182 ,(1997) , 10.1145/253260.253291
Gopal Pandurangan, Dongyan Xu, Jen-Yeu Chen, Robust and Distributed Computation of Aggregates in Wireless Sensor Networks ,(2004)
Mathew Penrose, Random Geometric Graphs ,(2003)