Title :
Optimization of Top-k Query in Sensor Networks with Limited Memory
Author :
Zhao, Ming ; Pan, Qunhua ; Li, Minglu
Author_Institution :
Dept. of Comput. Sci. & Eng., Shanghai Jiao Tong Univ., Shanghai
Abstract :
With the increasing events monitored in sensor networks, it generates a vital amount of data which have to be stored for further retrieval and data analysis. Since sensor nodes are battery-powered and memory-constraint, it is necessary to design energy and storage efficient algorithms for query processing. In this paper, we propose a limited-cache approach to optimizing the storage problem. We apply the approach to top-k query problem and design new algorithms. Storage costs can be reduced by limiting cache of each node. Simulation results show that the storage cost can be reduced significantly while only little energy is consumed. This approach can be generalized for other query problems.
Keywords :
cache storage; optimisation; query processing; wireless sensor networks; data analysis; limited-cache approach; query processing; sensor nodes; storage efficient algorithms; wireless sensor networks; Computer science; Computerized monitoring; Costs; Data analysis; Data engineering; Energy storage; Fires; Information retrieval; Query processing; Temperature sensors;
Conference_Titel :
Wireless Communications, Networking and Mobile Computing, 2007. WiCom 2007. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-1311-9
DOI :
10.1109/WICOM.2007.661