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International Journal of Distributed Sensor Networks • Vol 11 • No 6
Adaptive Filter Updating for Energy-Efficient Top-<i>k</i> Queries in Wireless Sensor Networks Using Gaussian Process Regression
June 2015 • Jiping Zheng, Baoli Song, Yongge Wang, Haixiang Wang
Adopting filtering mechanism of dynamic filtering windows installed on sensor nodes to process top- k queries is an important research direction in wireless sensor networks. The mechanism can reduce transmissions of redundant data by utilizing filters. However, existing algorithms based on filters consume a vast amount of energy due to filter updating. In this paper, an energy-efficient top- k query technique based on adaptive filters is proposed. Due to updating filters consuming a large amount of energy, an algo…
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