Diffuse: A topology building engine for wireless sensor networks

被引:11
|
作者
Nakamura, Eduardo F.
Figuelredo, Carlos M. S.
Nakamura, Fabiola G.
Loureiro, Antonio A. F.
机构
[1] FUCAPI Anal, Res & Technol Innovat Ctr, BR-69075351 Manaus, Amazonas, Brazil
[2] Univ Fed Minas Gerais, Dept Comp Sci, BR-31270010 Belo Horizonte, MG, Brazil
[3] Univ Fed Amazonas, Dept Comp Sci, BR-3000 Manaus, Amazonas, Brazil
关键词
information fusion; sensor networks; filtering; inference; multihop data routing;
D O I
10.1016/j.sigpro.2007.05.014
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In wireless sensor networks, multihop routing is commonly performed through a routing tree. Eventually, the routing tree needs to be rebuilt to accommodate failures, balance the energy consumption, or improve data aggregation. Most of the current solutions do not detect when the routing topology needs to be rebuilt. In this work, we propose an inference engine, called Diffuse, that uses information fusion techniques to detect when the routing topology needs to be rebuilt. Although the Diffuse applicability is ample, as a proof of concept, we use it to provide a fault-tolerant routing tree. Our solution is based on the data traffic that is pre-processed with a tunable moving average filter and translated into evidences that indicate failure probabilities. These evidences are combined using the Dempster-Shafer theory to determine when the topology needs to be rebuilt. We provide theoretical bounds for our proposed solution that is evaluated through simulation. Our experiments show that, in some cases, our solution can reduce the control traffic by a scale factor of 5. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:2991 / 3009
页数:19
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