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