DocumentCode
3311579
Title
TAGPP: A Tiny Aggregation Algorithm with Preprocessing in Local Cluster
Author
Xiao-fei, Yang ; Xiao-bei, Wu ; Jin-an, Huang
Author_Institution
Autom. Sch., Nanjing Univ. of Sci. & Technol., Nanjing
Volume
2
fYear
2009
fDate
25-26 April 2009
Firstpage
390
Lastpage
393
Abstract
Hundreds or thousands of sensor nodes are deployed to WSNs (wireless sensor networks). They contribute to collect data in various environment, but with limited battery power. There are some deficiencies in WSNs. Many sensors share limited wireless channel bandwidth, which leads to some sensors lose their data sent to cluster-head. Many cheap sensors are equipped to nodes for low cost and they usually have poor capability of sensing. They are easy to be interfered by harsh environment they work, leading to measurement error and noise disturbance. For these deficiencies,a tiny data aggregation algorithm with preprocessing applied to individual local cluster, based on Grubbs criteria, fuzzy clustering, is proposed in the paper. Clustering is also adopted, as an important mechanism, to reduce energy consumption and make better network performance. Individual cluster sensorspsila data can be aggregated in cluster-head and Just the accurate result sent to sink node The simulation results show that It can efficiently eliminate outlier (abnormal data), make up for the impact of missing data in communications and improve data preciseness.
Keywords
data communication; fuzzy set theory; pattern clustering; wireless sensor networks; Grubbs criteria; cluster-head; fuzzy clustering; local cluster; measurement error; noise disturbance; tiny data aggregation algorithm; wireless sensor networks; Acoustic sensors; Batteries; Clustering algorithms; Costs; Energy consumption; Sensor arrays; Sensor fusion; Temperature sensors; Wireless communication; Wireless sensor networks; data fusion; fuzzy clustering; grubbs criteria; outlier; wireless sensor networks;
fLanguage
English
Publisher
ieee
Conference_Titel
Networks Security, Wireless Communications and Trusted Computing, 2009. NSWCTC '09. International Conference on
Conference_Location
Wuhan, Hubei
Print_ISBN
978-1-4244-4223-2
Type
conf
DOI
10.1109/NSWCTC.2009.122
Filename
4908487
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