Title :
Data aggregation of moving object with hybrid clustering in Wireless Sensor Networks
Author :
Pourpeighambar, Seyed Babak ; Sabaei, Masoud
Author_Institution :
Comput. Eng. Dept., Amirkabir Univ. of Technol., Tehran, Iran
Abstract :
In Wireless Sensor Networks (WSNs), sensor nodes power consumption is the main challenge. Emerging in-network aggregation techniques are increasingly being sought to overcome this constraint and to save precious energy. WSN applications require spatially dense deployment of sensor nodes to achieve full coverage. As a result, sensors observations have spatial correlation. Rate Distortion theory with the help of cluster based communication model can take advantage of this type of correlation. Gathering of moving object data is one of WSNs applications. The aim is to use cluster based communication model for aggregation of moving object data using RD theory. Static cluster based approach has no reclustering overhead but provide low data accuracy. Dynamic cluster based approach has high reclustering overhead but provide high data accuracy. In this paper we propose a hybrid method for clustering that can take advantage of both static clustering and dynamic clustering. Simulation results show the hybrid method caused less energy consumption in comparison with static and dynamic method.
Keywords :
data handling; pattern clustering; rate distortion theory; wireless sensor networks; RD theory; WSN; cluster based communication model; data aggregation; dynamic cluster based approach; hybrid clustering; hybrid method; in-network aggregation techniques; moving object; rate distortion theory; sensor nodes power consumption; sensors observations; static cluster based approach; wireless sensor networks; Accuracy; Computational modeling; Correlation; Data models; Eigenvalues and eigenfunctions; Mathematical model; Wireless sensor networks; RD; data aggregation; hybrid clustering; point source; spatial correlation;
Conference_Titel :
Recent Advances in Computing and Software Systems (RACSS), 2012 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4673-0252-4
DOI :
10.1109/RACSS.2012.6212716