DocumentCode :
1294403
Title :
Mobile Filter: Exploring Filter Migration for Error-Bounded Continuous Sensor Data Collection
Author :
Wang, Dan ; Xu, Jianliang ; Wang, Feng ; Liu, Jiangchuan
Author_Institution :
Hong Kong Polytech. Univ., Kowloon, China
Volume :
59
Issue :
8
fYear :
2010
Firstpage :
4093
Lastpage :
4104
Abstract :
In wireless sensor networks, filters that suppress data update reports within predefined error bounds effectively reduce the traffic volume for continuous data collection. All prior filter designs, however, are stationary in the sense that each filter is attached to a specific sensor node and remains stationary over its lifetime. In this paper, we propose a mobile filter, i.e., a novel design that explores the migration of filters to maximize overall traffic reduction. A mobile filter moves upstream along the data-collection path, with its residual size being updated according to the collected data. Intuitively, this migration extracts and relays unused filters, leading to more proactive suppression of update reports. While extra communications are needed to move filters, we show through probabilistic analysis that the overhead is outrun by the gain from suppressing more data updates. We present an optimal filter-migration algorithm for a chain topology. The algorithm is then extended to general multichain and tree topologies. Extensive simulations demonstrate that, for both synthetic and real data traces, the mobile filtering scheme significantly reduces data traffic and extends network lifetime against a state-of-the-art stationary filtering scheme. Such results are also observed from experiments over a Mica-2 sensor network testbed.
Keywords :
filtering theory; probability; telecommunication network topology; telecommunication traffic; wireless sensor networks; Mica-2 sensor network testbed; chain topology; continuous data collection; data suppression; data traffic; data-collection path; error bounds; error-bounded continuous sensor data collection; filter designs; filter migration; mobile filtering scheme; optimal filter-migration algorithm; probabilistic analysis; specific sensor node; state-of-the-art stationary filtering scheme; traffic reduction; traffic volume; wireless sensor networks; Aggregates; Base stations; Data mining; Data models; Error correction; Filtering; Filters; Mobile communication; Monitoring; Network topology; Relays; Telecommunication traffic; Topology; Traffic control; Wireless sensor networks; Data collection; mobile filter; sensor network;
fLanguage :
English
Journal_Title :
Vehicular Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9545
Type :
jour
DOI :
10.1109/TVT.2010.2065248
Filename :
5547010
Link To Document :
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