Title :
PBS: A virtual grid architecture for gradient-based active querying in sensor networks
Author :
Faruque, Jabed ; Helmy, Ahmed
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA
Abstract :
Every physical event diffuses its effect geographically, which results in perceivable information gradient within the proximity of the phenomenon. In this paper, we propose a novel framework for on-demand query processing that exploits this diffusion property to form a virtual grid-based querying architecture, probe-before-spray (PBS), for wireless sensor networks. PBS effectively divides the sensor field on-demand based on the query type and parameters in addition to the gradient spread. Also, it combines gradient routing and in-network processing for efficient and scalable querying in sensor networks. Based on PBS, we design new algorithms to process basic aggregate queries - count, sum, average, max and min, and combined queries. Through analysis, we analyze the worst-case overhead to process these queries using PBS. Also, using extensive simulations, we demonstrate that PBS helps to reduce search overhead significantly (over 30%) to process such queries while attaining accuracy over 99%.
Keywords :
grid computing; query processing; software architecture; wireless sensor networks; gradient-based active querying; ondemand query processing; probe-before-spray; virtual grid architecture; wireless sensor networks; Aggregates; Algorithm design and analysis; Chemical sensors; Computer architecture; Geometry; Pollution measurement; Query processing; Routing; Sensor phenomena and characterization; Wireless sensor networks; Sensor networks; gradient-based; query processing; query routing;
Conference_Titel :
Collaborative Technologies and Systems, 2008. CTS 2008. International Symposium on
Conference_Location :
Irvine, CA
Print_ISBN :
978-1-4244-2248-7
Electronic_ISBN :
978-1-4244-2249-4
DOI :
10.1109/CTS.2008.4543906