DocumentCode :
3011283
Title :
Cluster Based Routing Scheme for Distributed Regression in Wireless Sensor Networks: Gaussian Eliminations
Author :
Hou, Chaojun ; Guo, Xuemei ; Wang, Guoli
Author_Institution :
Sch. of Inf. Sci. & Technol., Sun Yat-Sen Univ., Guangzhou
fYear :
2008
fDate :
25-27 Sept. 2008
Firstpage :
813
Lastpage :
818
Abstract :
This paper presents a cluster based routing scheme to perform the distributed Gaussian elimination algorithm for solving the regression algebraic equation towards to data regression. Under this routing framework, the junction tree structure is incorporated to coordinate the clusters so as to decouple the intersections among the neighboring clusters via a new message passing protocol. Simulation-based experimental results are presented. It is shown that the use of synchronous protocol of message passing scalably implemented among clusters is more efficient than the purely asynchronous protocol over entire sensor networks.
Keywords :
Gaussian processes; message passing; regression analysis; routing protocols; wireless sensor networks; Gaussian eliminations; asynchronous protocol; cluster based routing scheme; data regression; distributed Gaussian elimination algorithm; distributed regression; junction tree structure; message passing protocol; message passing scalably implemented among clusters; regression algebraic equation; wireless sensor networks; Chaotic communication; Equations; High performance computing; Information science; Message passing; Polynomials; Predictive models; Regression tree analysis; Routing protocols; Wireless sensor networks; Gaussian elimination; clustering based routing architecture; data collection; distributed; regression; wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communications, 2008. HPCC '08. 10th IEEE International Conference on
Conference_Location :
Dalian
Print_ISBN :
978-0-7695-3352-0
Type :
conf
DOI :
10.1109/HPCC.2008.87
Filename :
4637785
Link To Document :
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